# Huckleberry Way: the full record # GENERATED from huckleberryentitygraph_20261022T040323.xlsx. The complete public entity record; https://www.huckleberryway.ca/llms.txt is the index. # Internal narrative (the Story Bible) is deliberately absent: it is not public. # The organization ## Huckleberry Way - URI: https://www.huckleberryway.ca/#organization - Class: Organization - Description: Huckleberry Way is an AI search visibility firm in Waterloo, Ontario, founded in 2014 and led by information scientists. It runs a system of authority that gives AI depth and certainty about a business, so that when a buyer asks ChatGPT, Gemini or Google who to call, the answer is that business. At its centre is The Authority Record™, the client's public system of record: one verified master record of who they are, what they do and what they have proven, kept true and published everywhere AI looks. - authored: Aquascapes Recreational Contractors: thirty years of expertise, made findable [author] - authored: Excellent Sign Group: sixty years of proof, made machine-readable [author] - authored: Prescientx: Building an AI procurement-ready healthcare supplier [author] - builds: The AI Readiness Report - builds: The Authority Record™ - defines: Coherence and Uniqueness - defines: Relevance Engineering - defines: The Story Bible - delivers: AI Search Visibility - is an operating name of: Huckleberry Films Inc. [parentOrganization] - is grounded in: Information Science - is headquartered in: Waterloo, Ontario, Canada [location] - knows about: AI Search Visibility [knowsAbout] - knows about: Agentic AI [knowsAbout] - knows about: Algorithmic Procurement [knowsAbout] - knows about: Artificial Intelligence [knowsAbout] - knows about: Authority Control [knowsAbout] - knows about: Entity Disambiguation [knowsAbout] - knows about: Entity Modelling [knowsAbout] - knows about: Generative Search [knowsAbout] - knows about: Graph RAG [knowsAbout] - knows about: Identity Engineering [knowsAbout] - knows about: Information Science [knowsAbout] - knows about: Knowledge Architecture [knowsAbout] - knows about: Knowledge Engineering [knowsAbout] - knows about: Knowledge Graphs [knowsAbout] - knows about: Legal Entity Identifier [knowsAbout] - knows about: Linked Data [knowsAbout] - knows about: Metadata [knowsAbout] - knows about: Model Context Protocol [knowsAbout] - knows about: Neuro-Symbolic AI [knowsAbout] - knows about: Ontology [knowsAbout] - knows about: Persistent Identifiers [knowsAbout] - knows about: Proof Engineering [knowsAbout] - knows about: Relevance Engineering [knowsAbout] - knows about: Retrieval-Augmented Generation [knowsAbout] - knows about: Schema.org Markup [knowsAbout] - knows about: Semantic Web [knowsAbout] - knows about: Structured Data [knowsAbout] - knows about: Taxonomy [knowsAbout] - knows about: Thesaurus [knowsAbout] - knows about: Verifiable Credentials [knowsAbout] - maintains: Continuous Brand Signal - practices: Knowledge Architecture - promises: Embedded Within the Knowledge Graph - promises: Evidence, Not Adjectives - promises: Recommended with Confidence - promises: Structure Is a Superpower - promises: The Verified Answer - promises: You Built It, We Prove It - receives review: Google review, Keith Hunt - receives review: Google review, Said Elshawiesh - receives review: Google review, Teresa Howes - serves: Canadian mid-market B2B businesses - serves region: Canada [areaServed] - serves vertical: Barbershops [about] - serves vertical: Financial Services [about] - serves vertical: Manufacturing [about] - serves vertical: Medical Device Distribution [about] - serves vertical: Professional Services [about] - serves vertical: Recreational Construction [about] - serves vertical: Sign Design & Fabrication [about] - @type: Organization - @type: ProfessionalService - addressCountry: CA - addressLocality: Waterloo - addressRegion: Ontario - contactPoint: {"@type": "ContactPoint", "contactType": "customer service", "telephone": "+1-226-444-0372", "email": "hello@huckleberryway.ca", "areaServed": {"@type": "Country", "name": "Canada"}} - disambiguatingDescription: Huckleberry Way is the operating name of Huckleberry Films Inc., Waterloo, Ontario, founded 2014. It is not affiliated with Huckleberry, a real estate app also based in Waterloo, or with any other business named Huckleberry. It runs a system of authority for Canadian businesses, The Authority Record™ and its components; it is not an SEO agency, a listings subscription or an AI visibility dashboard. - email: hello@huckleberryway.ca - employee: Margaret Sampson - employee: Kate Colmer - founder: Von Darnell - foundingDate: 2014 - hasMap: https://www.google.com/maps/place/?q=place_id:ChIJ6-rxngUm4wkRrPAoNNuxRek - identifier: kgmid:/g/11vx6qwm6j - identifier: {"@type": "PropertyValue", "propertyID": "Ontario business name registration", "value": "1001018568"} - image: https://cdn.prod.website-files.com/6667a948710ac18bdaa8d5df/6abc5933048147ce6c0a9e74_og-home-v2.jpg - logo: https://cdn.prod.website-files.com/6667a948710ac18bdaa8d5df/68a689fb31de5af759a4a7ba_huckleberry-logo.png - makesOffer: {"@type": "Offer", "name": "The Authority Record™", "itemOffered": {"@id": "https://www.huckleberryway.ca/authority-record#service"}} - naics: 541619 - publishingPrinciples: https://www.huckleberryway.ca/generative-ai-usage-policy - sameAs: https://www.facebook.com/huckleberryway - sameAs: https://www.google.com/search?kgmid=/g/11vx6qwm6j - sameAs: https://www.linkedin.com/company/huckleberry-way - slogan: You built a great business. We make sure AI knows it. - telephone: +1-226-444-0372 ## Huckleberry Films Inc. - URI: https://www.huckleberryway.ca/#parent-corporation - Class: Organization - Description: Huckleberry Films Inc. is the corporation behind Huckleberry Way, incorporated in Canada in 2014; Huckleberry Way is its registered operating name. Under the Huckleberry Films name the company spent a decade building proof-of-expertise content for enterprise clients including Microsoft, Toyota and Maple Leaf Foods. - duns: 207262668 - foundingDate: 2014 - identifier: {"@type": "PropertyValue", "propertyID": "Federal Corporation Number", "value": "899509-5"} - legalName: Huckleberry Films Inc. - sameAs: https://www.linkedin.com/company/huckleberry-films - taxID: 839917598 - url: https://www.huckleberryfilms.ca # What it offers ## The Authority Record™ - URI: https://www.huckleberryway.ca/authority-record#service - Class: Service (Product) - Description: The Authority Record™ is the public system of record that Huckleberry Way builds and runs for a business: one verified master record of who the business is, what it does and what it has proven, kept true and published everywhere AI looks. Every fact in it is one a machine can check, linked to the source that verifies it; the record is published to the business's website, its Google, Apple and Bing profiles and the knowledge graphs AI reads, and answered directly when an AI agent asks. The Proof Engine™ is its proof component and Record Governance its run. The client owns the record; Huckleberry Way runs the system. - corroborates: Huckleberry Way - enables: Structured Posts - includes: Record Governance [isRelatedTo] - includes: The Proof Engine™ [isRelatedTo] - instantiates: Authority Record [category] - is about: AI Search Visibility [about] - is about: Authority Control [about] - is about: Evidence Synthesis [about] - is about: Information Retrieval [about] - is about: Knowledge Graphs [about] - is about: Semantic Web [about] - is evidenced by: 23x higher conversion from AI-referred traffic [citation] - is evidenced by: 42% of clicks go to the top 3 Map Pack positions [citation] - is evidenced by: 91% increase in ad clicks for cited brands [citation] - is evidenced by: Brands with strong continuity appear in 55-77% of runs [citation] - is evidenced by: Fewer than 1 in 100 AI runs name the same brand set [citation] - is evidenced by: Structured Linked Data as a Memory Layer for Agent-Orchestrated Retrieval [citation] - is proven by: Aquascapes Recreational Contractors: thirty years of expertise, made findable [subjectOf] - is proven by: Excellent Sign Group [subjectOf] - is proven by: Prescientx: Building an AI procurement-ready healthcare supplier [subjectOf] - maintains: Entity Disambiguation - maintains: Evidence Density - maintains: Relational Coherence - maintains: Zero Drift - mitigates: Certainty Gap - mitigates: Earned Authority, Invisible to Machines - mitigates: Hallucinated Attribution - operationalizes: Entity Modelling - operationalizes: Identity Engineering - operationalizes: Proof Engineering - operationalizes: Relevance Engineering - operationalizes: Schema.org Markup - operationalizes: System of Record - operationalizes: The Seven Checks - operationalizes: Verification at the Source - operationalizes: Zero Drift - operationalizes: llms.txt - produces outcome: Consensus [about] - produces outcome: Entity Disambiguation [about] - produces outcome: Evidence Density [about] - produces outcome: Found, Trusted and Recommended in Market [about] - produces outcome: Machine Certainty [about] - produces outcome: Map Pack Visibility [about] - produces outcome: Multi-Hop Reasoning [about] - produces outcome: Review Velocity [about] - produces outcome: Zero Drift [about] - alternateName: Authority Record - alternateName: The Authority Foundation - alternateName: The Authority Graph - areaServed: {"@type": "Country", "name": "Canada"} - audience: {"@type": "BusinessAudience", "audienceType": "Canadian businesses"} - isRelatedTo: AI Search Visibility - serviceType: AI search visibility - Q: Do we have to do all of it at once? A: No. The AI Readiness Report shows which of the seven checks you already pass, and the build starts at the first one you do not. Most businesses begin with identity, the Google Business Profile and a page for every location, because it is the smallest stage and every other stage depends on it. Each stage adds to the same Record, so nothing done at one stage is redone at the next. - Q: How is this different from the schema markup our web developer already added? A: Schema markup labels a page: this page is about a service, that page has an address. The Record models the business: the people, services, places, credentials and work as distinct entities, the relationships between them, and the source behind each fact, published to every page and profile from one governed source. Markup is one of the Record's outputs, not a substitute for it. - Q: Could we build this in-house? A: The formats are open and you own the result, so nothing stops you. What we bring is the discipline: information science, a shared vocabulary of relationships, verification against the sources machines trust, and the run. Most teams that try it in-house produce a first version and cannot keep it true as the business changes, and keeping it true is the job. - Q: We rank well already. Do we still need this? A: Ranking gets you considered. Before an assistant names anyone, it checks whether the facts agree across sources and whether there is proof behind the claims, and the recommendation is decided there. A business that ranks and cannot be verified is considered and then passed over, often without knowing it was in the running. - Q: What happens to our data if we stop? A: You keep it: the Record as it stood on that day, in open, exportable files on standards any competent team can read. What ends is the run: the compiling, the publishing and the governance. - Q: How much of our team's time does it take? A: Less than a content calendar. We model the Record, write the posts, send the story invitations, structure what comes back and answer the reviews. Your side approves. Nothing publishes without that approval, and nothing waits on your calendar. - Q: How soon does anything happen? A: The AI Readiness Report comes first, usually within minutes of asking for it, and shows where you stand. The first surfaces the Record publishes to are the ones machines read most, your website and your Google Business Profile, and measurement starts the day they go live, so that every claim about progress carries its window and its source. ## The Proof Engine™ - URI: https://www.huckleberryway.ca/proof-engine#service - Class: Service (Product) - Description: The Proof Engine™ is the proof component of The Authority Record™, never sold on its own. It gathers customer stories, case studies and reviews with each customer's permission. Stories and case studies are written into the Record against the exact service, person and location they prove and published as Structured Posts to the business's website, profiles and social channels; reviews stay on the platforms that host them and corroborate the Record from there. Smart Reviews is its review intake. - includes: Smart Reviews [isRelatedTo] - includes: Structured Posts [isRelatedTo] - is about: Evidence Synthesis [about] - mitigates: Hallucinated Attribution - operationalizes: Customer-Verified Evidence - operationalizes: Proof Engineering - operationalizes: Proof Node - produces outcome: Found, Trusted and Recommended in Market [about] - produces outcome: Map Pack Visibility [about] - produces outcome: Review Velocity [about] - writes into: The Authority Record™ - alternateName: Proof Engine - Q: Isn’t this just testimonial or review software with extra steps? A: No. Those tools stop at collecting a quote or a star rating. This structures every piece of evidence into your Record, tied to the exact service and location it proves, then publishes it everywhere machines read. Nothing else runs the full ask, structure, and publish loop as one system. - Q: Can we buy the Proof Engine or Smart Reviews on their own? A: No. Neither is sold separately from the Authority Record. A post, review, or story is a claim about a specific entity, and the Record is what makes that entity resolvable. Without it, the claim has nowhere to attach. - Q: We already have case studies and testimonials. Is that wasted effort? A: Not at all. They are the first intake. We audit what you have, decompose it into structured evidence, and connect it into your Record. Most needs restructuring, not rewriting. - Q: What if a customer will not go on record? A: Less of a problem than you would think. Spotlights can run from your side alone, stories can be anonymized to the industry and outcome, and reviews keep arriving on cadence regardless. - Q: How much of my team's time does this take? A: Approvals, and nothing else. We run the interviews, structuring, and publishing. Most clients spend a few minutes a week: reading a draft and clicking approve. ## Smart Reviews - URI: https://www.huckleberryway.ca/smart-reviews#service - Class: Service (Component) - Description: Smart Reviews is the reputation management system inside The Proof Engine™, never sold on its own. Under the business's own brand, in person or online, it invites real customers to review the business on the platforms that matter to it and replies to every review in the business's voice. Reviews are earned, never gated, and are never written into the Record; they corroborate it from the platforms themselves. - produces outcome: Found, Trusted and Recommended in Market [about] - produces outcome: Map Pack Visibility [about] - produces outcome: Review Velocity [about] - serviceType: Reputation management ## Structured Posts - URI: https://www.huckleberryway.ca/proof-engine#structured-posts - Class: Service (Component) - Description: Structured Posts are the output stream of The Proof Engine™: facts posted on a schedule to the business's Google Business Profile, social channels and website. Each post is written as a subject-predicate-object statement, the shape of an RDF triple: one falsifiable fact, tied to the exact service, location or credential it is true of, carrying the evidence that verifies it, and resolved back to that entity in The Authority Record™. - operationalizes: Active Synchronization Loop - operationalizes: Passage Extraction ## Record Governance - URI: https://www.huckleberryway.ca/authority-record#record-governance - Class: Service (Component) - Description: Record Governance is the run of The Authority Record™, step four of Report, Plan, Build, Run: change control, versioning, synchronization across every surface, validation audits and a recomputable evidence report, so the Record stays true as the business changes. Every fact is corrected once, at its source, and every surface it feeds updates with it. - maintains: Zero Drift - operationalizes: Active Synchronization Loop - produces outcome: Consensus [about] - alternateName: The Run ## The AI Readiness Report - URI: https://www.huckleberryway.ca/#ai-readiness-check - Class: Service (Gateway) - Description: The AI Readiness Report is Huckleberry Way's free gateway diagnostic and the first step of its process (Report, Plan, Build, Run). It reads the same public signals AI systems read, scores a business out of 100 and emails the report within minutes; the score shows what the business already passes and how deep its Authority Record needs to go. - mitigates: Certainty Gap - operationalizes: The Seven Checks - operationalizes: The Two Gates - precedes: The Authority Record™ - targets: businesses beginning entity architecture - alternateName: AI Readiness Check ## AI Search Visibility - URI: https://www.huckleberryway.ca/#ai-search-visibility - Class: Service (Category) - Description: AI search visibility is whether AI systems can find, verify and confidently recommend a business when a buyer asks. Huckleberry Way provides it for Canadian businesses through The Authority Record™, the business's public system of record, and The Proof Engine™, its proof component. Also called AI search optimization, generative engine optimization and answer engine optimization. - instantiates: AI Search Visibility [category] - is about: AI Search Visibility [about] - alternateName: AEO - alternateName: AI SEO - alternateName: AI search optimization - alternateName: AI visibility - alternateName: Answer engine optimization - alternateName: Entity SEO - alternateName: Entity architecture - alternateName: Entity authority - alternateName: Entity authority system - alternateName: Entity-first SEO - alternateName: GEO - alternateName: Generative engine optimization - alternateName: Identity engineering - alternateName: LLM optimization - alternateName: Semantic SEO - alternateName: Verified entity authority system - areaServed: {"@type": "AdministrativeArea", "name": "Ontario"} - areaServed: {"@type": "Country", "name": "Canada"} - audience: {"@type": "BusinessAudience", "audienceType": "Canadian businesses"} - isRelatedTo: The Authority Record™ - serviceType: AI search visibility ## The Atlas - URI: https://www.huckleberryway.ca/graph#atlas - Class: Deliverable - Description: The Atlas is the public rendering of Huckleberry Way's own Authority Record: the live entity graph, open for any person or AI assistant to browse and to check answers against. Huckleberry Way ran the system on itself before offering it to clients. - about: Huckleberry Way - publisher: Huckleberry Way # People ## Von Darnell - URI: https://www.huckleberryway.ca/von-darnell#person - Class: Person - Description: Von Darnell is the founder and Chief Strategist of Huckleberry Way and leads every client engagement. She holds an Honours BA in English Language and Literature and a Master of Library and Information Science from Western University, where her graduate research was on citation clustering and search engines. Before Huckleberry Way she spent a decade building enterprise software at SAP BusinessObjects and Agfa HealthCare, then a decade leading Huckleberry Films, building proof-of-expertise content for enterprise clients including Microsoft, Toyota and Maple Leaf Foods. - authored: Agentic AI: From Brand to Entity [author] - authored: Agentic AI: From Retrieval to Reasoning [author] - authored: MLIS thesis: citation clustering and search engines [author] - founded: Huckleberry Way [founder] - holds credential: Honours BA, English Language and Literature [hasCredential] - holds credential: Master of Library and Information Science [hasCredential] - holds role: Founder & Chief Strategist, Huckleberry Way [hasOccupation] - holds role: Founder, Huckleberry Films [hasOccupation] - knows about: AI Search Visibility [knowsAbout] - knows about: Agentic AI [knowsAbout] - knows about: Authority Control [knowsAbout] - knows about: Business Intelligence [knowsAbout] - knows about: Citation Clustering [knowsAbout] - knows about: Controlled Vocabulary [knowsAbout] - knows about: Dublin Core [knowsAbout] - knows about: Entity Modelling [knowsAbout] - knows about: Generative Search [knowsAbout] - knows about: Identity Engineering [knowsAbout] - knows about: Information Architecture [knowsAbout] - knows about: Information Science [knowsAbout] - knows about: Knowledge Architecture [knowsAbout] - knows about: Knowledge Graphs [knowsAbout] - knows about: Linked Data [knowsAbout] - knows about: Metadata [knowsAbout] - knows about: Neuro-Symbolic AI [knowsAbout] - knows about: Ontology [knowsAbout] - knows about: Proof Engineering [knowsAbout] - knows about: Relevance Engineering [knowsAbout] - knows about: Semantic Web [knowsAbout] - knows about: Structured Data [knowsAbout] - knows about: Taxonomy [knowsAbout] - knows about: Thesaurus [knowsAbout] - studied at: Western University [alumniOf] - @type: Person - alumniOf: {"@type": "Organization", "name": "Agfa HealthCare Canada", "sameAs": "https://www.wikidata.org/wiki/Q13850872"} - alumniOf: {"@type": "Organization", "name": "Cyberplex"} - alumniOf: {"@type": "Organization", "name": "SAP", "sameAs": "https://www.wikidata.org/wiki/Q552581"} - gender: Female - honorificSuffix: MLIS - image: https://cdn.prod.website-files.com/6667a948710ac18bdaa8d5df/68eeee4c27c80bffb24668dd_von-darnell-headshot.webp - jobTitle: Chief Strategist - jobTitle: Founder - knowsAbout: {"@type": "DefinedTerm", "name": "Schema.org", "sameAs": "https://www.wikidata.org/wiki/Q3475322"} - nationality: CA - sameAs: https://www.linkedin.com/in/vondarnell/ - url: https://www.huckleberryway.ca/von-darnell ## Margaret Sampson - URI: https://www.huckleberryway.ca/margaret-sampson#person - Class: Person - Description: Margaret Sampson, PhD, MLIS, is Chief Information Scientist at Huckleberry Way, where she designs the methodology behind The Authority Record™ and advises on The Proof Engine™. A three-time Highly Cited Researcher (Clarivate Web of Science, 2021, 2022 and 2023) with more than 213,000 Google Scholar citations, whose work includes the PRESS guideline for the peer review of search strategies, she has spent a career on how evidence is found, screened and verified: the problem an AI assistant solves each time it decides whom to recommend. - advises on: The Proof Engine™ - authored: A bibliometric analysis of evaluative medical education stud [author] - authored: A profile analysis of demented and nondemented Parkinson's d [author] - authored: A randomized, double-blind, placebo-controlled noninferiorit [author] - authored: A systematic review identified few methods and strategies de [author] - authored: A systematic review of methods for studying consumer health [author] - authored: Acute stroke: evaluation and treatment. [author] - authored: An alternative to the hand searching gold standard: Validati [author] - authored: An evidence-based practice guideline for the peer review of [author] - authored: Assessing the quality of reports of randomized trials in ped [author] - authored: Assessing the quality of reports of randomized trials in ped [author] - authored: Assessing the quality of reports of systematic reviews in pe [author] - authored: Benefits and harms associated with the practice of bed shari [author] - authored: Bibliometric and content analysis of the Cochrane Complement [author] - authored: Breast self-examination [1] (multiple letters) [author] - authored: Breast self-examination. [author] - authored: COVID-19 Infection in Children: Estimating Pediatric Morbidi [author] - authored: Can electronic search engines optimize screening of search r [author] - authored: Celiac disease. [author] - authored: Cerebral metabolic changes in Alzheimer's disease: Neurobeha [author] - authored: Changes in cerebral glucose metabolism with normal aging [author] - authored: Checking reference lists to find additional studies for syst [author] - authored: Checking reference lists to find additional studies for syst [author] - authored: Cognitive and quantified electroencephalographic correlates [author] - authored: Complementary approaches to searching MEDLINE may be suffici [author] - authored: Consequences of testing for celiac disease [author] - authored: Creating enriched training sets of eligible studies for larg [author] - authored: Crowdsourcing the Citation Screening Process for Systematic [author] - authored: DECONTAMINATION INTERVENTIONS FOR THE REUSE OF SURGICAL MASK [author] - authored: Decontaminating N95 masks with Ultraviolet Germicidal Irradi [author] - authored: Decontamination Interventions for the Reuse of Surgical Mask [author] - authored: Describing reporting guidelines for health research: A syste [author] - authored: Effect of point of care information on inpatient management [author] - authored: Effectiveness and safety of vitamin D in relation to bone he [author] - authored: Effects of omega-3 fatty acids on eye health. [author] - authored: Efficacy and Safety of Disinfectants for Decontamination of [author] - authored: Efficacy and Safety of Disinfectants for Decontamination of [author] - authored: Efficacy of food fortification on serum 25-hydroxyvitamin D [author] - authored: Efficacy of ω-3 Fatty Acids in Preventing Age-Related Macula [author] - authored: Efficacy research and unanswered clinical questions [author] - authored: Epidemiology and Reporting Characteristics of Systematic Rev [author] - authored: Epidemiology and reporting characteristics of systematic rev [author] - authored: Errors in search strategies were identified by type and freq [author] - authored: Evidence for the effect of Ω-3 fatty acids on progression of [author] - authored: Fertility following spinal cord injury: A systematic review [author] - authored: Few systematic reviews exist documenting the extent of bias: [author] - authored: Guidelines for randomized clinical trial protocol content: A [author] - authored: Health effects of omega-3 fatty acids on asthma. [author] - authored: Health-Related Criterion-Referenced Cut-Points for Musculosk [author] - authored: How quickly do systematic reviews go out of date? A survival [author] - authored: Identifying null meta-analyses that are ripe for updating [author] - authored: Identifying null meta-analyses that are ripe for updating. [author] - authored: Influence of sleep on developing brain functions and structu [author] - authored: Intravesical Oxybutynin for Children With Poorly Compliant N [author] - authored: Investigating placental pathologies in pregnant women with S [author] - authored: Live Scoping Review of N95 and Surgical Facemask Decontamina [author] - authored: Lost in translation - campaign to restore a useful tool not [author] - authored: Male erectile dysfunction following spinal cord injury: A sy [author] - authored: Managing database overlap in systematic reviews using Batch [author] - authored: Many quality measurements, but few quality measures assessin [author] - authored: Measuring the quality of breast cancer care in women. [author] - authored: Medical students’ perception of lesbian, gay, bisexual, and [author] - authored: Medication reconciliation during transitions of care as a pa [author] - authored: Microwave- and Heat-Based Decontamination for Facemask Perso [author] - authored: Microwave- and Heat-Based Decontamination of N95 Filtering F [author] - authored: Neuropsychological and glucose metabolic profiles in asymmet [author] - authored: No consensus exists on search reporting methods for systemat [author] - authored: Nonsteroidal anti-inflammatory drugs and cyclooxygenase-2 in [author] - authored: Optimizing search strategies to identify randomized controll [author] - authored: Oral Sildenafil Citrate (Viagra) for Erectile Dysfunction: A [author] - authored: Oral phosphodiesterase-5 inhibitors and hormonal treatments [author] - authored: PRESS Peer Review of Electronic Search Strategies: 2015 Guid [author] - authored: PRISMA statement [author] - authored: PhD dissertation (2009): machine learning vs conventional search for monitoring currency [author] - authored: Preferred reporting items for systematic reviews and meta-an [author] - authored: Preferred reporting items for systematic reviews and meta-an [author] - authored: Prognosticators of persistent symptoms following pediatric c [author] - authored: Randomized controlled trials in pediatric complementary and [author] - authored: Randomized controlled trials in pediatric complementary and [author] - authored: Reporting transparency and completeness in Trials: Paper 2 - [author] - authored: Reporting transparency and completeness in trials: Paper 3 – [author] - authored: Reporting transparency and completeness in trials: Paper 4 - [author] - authored: Screening for cognitive dysfunction in neurodegenerative ill [author] - authored: Searching for controlled trials of complementary and alterna [author] - authored: Searching for evidence in public health emergencies: a white [author] - authored: Selective serotonin reuptake inhibitors for unipolar depress [author] - authored: Sexuality and reproductive health following spinal cord inju [author] - authored: Shifts in the use of population health, health promotion, an [author] - authored: Shorter courses of parenteral antibiotic therapy do not appe [author] - authored: Should meta-analysts search Embase in addition to Medline? [author] - authored: Should meta-analysts search Embase in addition to Medline? ( [author] - authored: Should systematic reviewers search for randomized, controlle [author] - authored: Should we consider Embase in Latin America? [2] (multiple le [author] - authored: Smoking cessation in individuals who use vaping as compared [author] - authored: Sources of evidence to support systematic reviews in librari [author] - authored: Surveillance search techniques identified the need to update [author] - authored: Systematic reviews can be produced and published faster [author] - authored: Systematic reviews need systematic searchers [author] - authored: The currency and completeness of specialized databases of CO [author] - authored: The diagnostic accuracy of serologic tests for celiac diseas [author] - authored: The evidence for efficacy of omega-3 fatty acids in preventi [author] - authored: The prevalence of celiac disease in average-risk and at-risk [author] - authored: The use of aspirin for primary prevention of colorectal canc [author] - authored: The use of electronic data capture tools in clinical trials: [author] - authored: Treating asthma with omega-3 fatty acids: Where is the evide [author] - authored: Treatment of Alzheimer's disease with sabeluzole: Functional [author] - authored: Ultraviolet Germicidal Irradiation (UVGI) for Facemask Perso [author] - authored: Updating systematic reviews: An international survey [author] - authored: Utility of clinical trial batteries in the measurement of Al [author] - authored: Visualizing patterns and gaps in transgender sexual and repr [author] - authored: When and how to update systematic reviews [author] - authored: When and how to update systematic reviews. [author] - developed: CONSORT-ROUTINE extension [creator] - developed: PRESS (Peer Review of Electronic Search Strategies) [creator] - developed: PRISMA-S extension [creator] - holds credential: Master of Library and Information Science [hasCredential] - holds credential: PhD in Information Studies [hasCredential] - holds role: Chief Information Scientist, Huckleberry Way [hasOccupation] - holds role: Convener, PRESS Forum [hasOccupation] - holds role: Information Scientist and Clinical Investigator, CHEO Research Institute [hasOccupation] - holds role: Scientific Advisor, Proof Engine [hasOccupation] - knows about: Authority Control [knowsAbout] - knows about: Bibliometrics [knowsAbout] - knows about: Controlled Vocabulary [knowsAbout] - knows about: Evidence Synthesis [knowsAbout] - knows about: Grey Information [knowsAbout] - knows about: Information Retrieval [knowsAbout] - knows about: Information Science [knowsAbout] - knows about: Knowledge Architecture [knowsAbout] - knows about: Living Systematic Reviews [knowsAbout] - knows about: Machine Learning for Literature Surveillance [knowsAbout] - knows about: Metadata [knowsAbout] - knows about: Research Reporting Standards [knowsAbout] - knows about: Search Strategy Validation [knowsAbout] - knows about: Systematic Review Methodology [knowsAbout] - knows about: Taxonomy [knowsAbout] - leads: information science methodology at Huckleberry Way [memberOf] - received award: Canadian Hospital Librarian of the Year (CHLA 2010) [award] - received award: Margaret Ridley Charlton Outstanding Achievement Award (CHLA 2021) [award] - received award: Web of Science Highly Cited Researcher (2021, 2022, 2023) [award] - studied at: Aberystwyth University [alumniOf] - studied at: Western University [alumniOf] - @type: Person - award: Canadian Hospital Librarian of the Year (2010) - award: Margaret Ridley Charlton Outstanding Achievement Award (2021) - award: Web of Science Highly Cited Researcher (2021) - award: Web of Science Highly Cited Researcher (2022) - award: Web of Science Highly Cited Researcher (2023) - honorificSuffix: PhD, MLIS - identifier: h-index:72@scopus.2026-07 - identifier: h-index:82@scholar.2026-07 - identifier: urn:scopus:9746766000 - jobTitle: Chief Information Scientist - sameAs: https://orcid.org/0000-0003-2550-9893 - sameAs: https://scholar.google.com/citations?user=z2EX030AAAAJ - sameAs: https://www.linkedin.com/in/margaret-sampson-mlis/ - sameAs: https://www.scopus.com/authid/detail.uri?authorId=9746766000 - sameAs: https://www.wikidata.org/wiki/Q47502166 - url: https://www.huckleberryway.ca/margaret-sampson ## Kate Colmer - URI: https://www.huckleberryway.ca/kate-colmer#person - Class: Person - Description: Kate Colmer is Head of Studio at Huckleberry Way, where she leads design, development and production: the websites, profiles and proof clients see. An award-winning visual designer and creative director, she has built brand systems, interactive media, animation and broadcast-quality video for enterprise clients including Microsoft, Toyota and Maple Leaf Foods, and led Huckleberry Films' Toyota new-hire training built for 4K interactive touchscreens. Her eLearning work earned a Gold Stevie Award. - authored: Interactive Computer Based Training Module [author] - holds role: Studio role, Creative Options (2010 to 2016) [hasOccupation] - knows about: Animation [knowsAbout] - knows about: Brand Systems [knowsAbout] - knows about: Creative Direction [knowsAbout] - knows about: Information Design [knowsAbout] - knows about: Interactive Media [knowsAbout] - knows about: Video Production [knowsAbout] - knows about: Visual Design [knowsAbout] - knows about: eLearning [knowsAbout] - leads: studio operations at Huckleberry Way [memberOf] - received award: Gold Stevie Award (International Business Awards 2011) [award] - image: https://s3.amazonaws.com/webflow-prod-assets/6667a948710ac18bdaa8d5df/6a678a5834bed9d456537361_kate-colmer-headshot.webp - jobTitle: Head of Studio - knowsAbout: Animation - knowsAbout: Brand Systems - knowsAbout: Creative Direction - knowsAbout: Information Design - knowsAbout: Interactive Media - knowsAbout: Video Production - knowsAbout: Visual Design - knowsAbout: eLearning - sameAs: https://katecolmer.com/ - url: https://www.huckleberryway.ca/kate-colmer # Clients and case studies ## Excellent Sign Group - URI: https://www.huckleberryway.ca/clients/excellent-sign-group#org - Class: Client Organization - Description: Sign design and fabrication. 60 years of expertise, 22 national awards, Ontario. - is in industry: Sign Design & Fabrication [keywords] - received award: 22 national awards (sign industry) [award] - employee: Said Elshawiesh - employee: Teresa Howes - location: Ontario - sameAs: https://ca.linkedin.com/company/excellent-sign-group - sameAs: https://www.excellentsigngroup.com ## 22 national awards (sign industry) - URI: https://www.huckleberryway.ca/clients/excellent-sign-group#awards - Class: Award - Description: Excellent Sign Group. Awards earned over 60 years. ## Said Elshawiesh - URI: https://www.huckleberryway.ca/case-study-excellent-sign-group#said-elshawiesh - Class: Person (Client) - Description: President, Excellent Sign Group. - authored: Google review, Said Elshawiesh [author] - leads: Excellent Sign Group [memberOf] - jobTitle: President - sameAs: https://www.linkedin.com/in/said-elshawiesh-45161530/ - worksFor: Excellent Sign Group ## Teresa Howes - URI: https://www.huckleberryway.ca/case-study-excellent-sign-group#teresa-howes - Class: Person (Client) - Description: Excellent Sign Group. - authored: Google review, Teresa Howes [author] - jobTitle: Head of Operations - sameAs: https://www.linkedin.com/in/teresa-howes-4a741a60/ - worksFor: Excellent Sign Group ## Excellent Sign Group: sixty years of proof, made machine-readable - URI: https://www.huckleberryway.ca/case-study-excellent-sign-group#proof - Class: Proof Node - Description: Huckleberry Way made Excellent Sign Group, an Ontario sign designer and manufacturer founded in 1965, one company to Google and AI search, and within months the firm was booked to 180 percent of its production capacity, up from about 60 percent. - demonstrates: AI Search Visibility [about] - demonstrates: Entity Disambiguation [about] - demonstrates: Entity Disambiguation [about] - demonstrates: Map Pack Visibility [about] - demonstrates: Review Velocity [about] - demonstrates: Smart Reviews [about] - demonstrates: Structured Posts [about] - demonstrates: The Authority Record™ [about] - demonstrates: The Proof Engine™ [about] - features member: Excellent Sign Group - is about: Authority Control [about] - is about: Evidence Synthesis [about] - is about: Excellent Sign Group [about] - mitigates: Earned Authority, Invisible to Machines - quotes: Said Elshawiesh - quotes: Teresa Howes - serves vertical: Sign Design & Fabrication [about] - Industry: Sign Design & Fabrication - Service: The Authority Record™ - Market: Ontario, Canada - Period: March 2025 to April 2026 - Outcomes: 2x organic traffic growth; 2x five-star review volume; 60+ citation platforms reconciled and synchronized; multi-year brand name discrepancy resolved; 30-page authority gap analysis; Phase 2 website architecture and schema blueprint delivered - Result: Operational capacity rose to 180 percent by May 2026, from about 60 percent when the engagement began in March 2025, as reported by Teresa Howes, Head of Operations at Excellent Sign Group. — 180% — Teresa Howes, Head of Operations, Excellent Sign Group - Result: Website traffic doubled after the engagement began in March 2025, as reported by Said Elshawiesh, President of Excellent Sign Group, in March 2026. — 2x — Said Elshawiesh, President, Excellent Sign Group (project spotlight, March 2026) - Result: Reviews doubled after the engagement began in March 2025, as reported by Said Elshawiesh, President of Excellent Sign Group, in March 2026. — 2x — Said Elshawiesh, President, Excellent Sign Group (project spotlight, March 2026) - Quote: Findable by AI, verifiable by procurement systems, and authoritative in our category. — Said Elshawiesh, President, Excellent Sign Group - Result: Excellent Sign Group held position 1 in Google's map pack for 'sign company London Ontario' and 'exterior signs London Ontario' in December 2025. — 1 position — Google Search captures, London, Ontario, December 2025 - Quote: Huckleberry Way took us right to the top of the map pack, and much faster than any of us expected. We went from watching our web traffic decrease to hitting maximum operational capacity within just a few months. — Teresa Howes, Head of Operations, Excellent Sign Group ## Prescientx - URI: https://www.huckleberryway.ca/clients/prescientx#org - Class: Client Organization - Description: Medical device distributor and professional services firm. - is in industry: Medical Device Distribution [keywords] - employee: Keith Hunt - location: Waterloo, Ontario - sameAs: https://ca.linkedin.com/company/prescientx - sameAs: https://prescientx.com ## Keith Hunt - URI: https://www.huckleberryway.ca/case-study-prescientx#keith-hunt - Class: Person (Client) - Description: President and CEO, Prescientx. - authored: Google review, Keith Hunt [author] - leads: Prescientx [memberOf] - jobTitle: President - sameAs: https://www.linkedin.com/in/keithhunt1/ - worksFor: Prescientx ## Prescientx: Building an AI procurement-ready healthcare supplier - URI: https://www.huckleberryway.ca/case-study-prescientx#proof - Class: Proof Node - Description: Huckleberry Way rebuilt every information platform of Prescientx, a Waterloo infection prevention company and licensed Health Canada medical-device manufacturer, on one Authority Record, and from September 2025 to September 2026 its sales pipeline value rose approx. 300 percent. - demonstrates: AI Search Visibility [about] - demonstrates: Entity Disambiguation [about] - demonstrates: Record Governance [about] - demonstrates: Structured Posts [about] - demonstrates: The AI Readiness Report [about] - demonstrates: The Authority Record™ [about] - demonstrates: The Proof Engine™ [about] - features member: Prescientx - illustrates: AI Search Visibility [about] - illustrates: Algorithmic Procurement [about] - illustrates: Authority Control [about] - illustrates: Controlled Vocabulary [about] - illustrates: Creative Direction [about] - illustrates: Customer-Verified Evidence [about] - illustrates: Information Architecture [about] - illustrates: Information Design [about] - illustrates: Knowledge Graphs [about] - illustrates: Linked Data [about] - illustrates: Model Context Protocol [about] - illustrates: Structured Data [about] - illustrates: Verified Entity Architecture [about] - is about: Prescientx [about] - mitigates: Earned Authority, Invisible to Machines - quotes: Keith Hunt - serves vertical: Medical Device Distribution [about] - Result: Qualified inbound opportunities rose fourfold from September 2025 to September 2026. — 4x — Prescientx CRM and sales pipeline, built and hosted by Huckleberry Way - Result: Website traffic, measured as clicks, rose 450 percent from September 2025 to September 2026. — 450% — Shopify and Google Search Console - Quote: Everything was moving at once: the market, our customers, the business itself. Huckleberry modelled who we are, who we're built to serve, our credentials, innovation and experience, and then structured that into one record everything else draws from. That record does a lot of jobs at once. It publishes. It grows. It answers customer questions in chat, all day, from a single source of truth, even when facts change. And it's also a machine-readable platform an AI agent checks when it's matching our certifications against what customers actually need. Procurement used to call to find out if we could do what they needed. Now they call already knowing the answer. We're not selling at that point. We're just closing. — Keith Hunt, President, Prescientx - Result: Sales pipeline value rose approx. 300 percent from September 2025 to September 2026, as validated by Prescientx. — 300% — Prescientx ## Aquascapes Recreational Contractors - URI: https://www.huckleberryway.ca/clients/aquascapes#org - Class: Client Organization - Description: Pool construction, service and retail. - is in industry: Recreational Construction [keywords] - foundingDate: 1994 - location: Waterloo Region, Ontario - sameAs: https://aquascapesrc.ca ## Shaun Tully - URI: https://www.huckleberryway.ca/case-study-aquascapes#shaun-tully - Class: Person (Client) - leads: Aquascapes Recreational Contractors [memberOf] - jobTitle: Owner - sameAs: https://aquascapesrc.ca/about/ - worksFor: Aquascapes Recreational Contractors ## Aquascapes Recreational Contractors: thirty years of expertise, made findable - URI: https://www.huckleberryway.ca/case-study-aquascapes#proof - Class: Proof Node - Description: Huckleberry Way rebuilt Aquascapes Recreational Contractors, in Waterloo Region since 1994, on one verified record, from its Google Business Profile to a website customers book and pay on, and since the rebuild its new-build enquiries are up 300 percent and its retail store traffic and revenue have quadrupled. - demonstrates: AI Search Visibility [about] - demonstrates: Entity Disambiguation [about] - demonstrates: Structured Posts [about] - demonstrates: The Authority Record™ [about] - features member: Aquascapes Recreational Contractors - illustrates: Knowledge Graphs [about] - illustrates: Model Context Protocol [about] - illustrates: Structured Data [about] - is about: Aquascapes Recreational Contractors [about] - quotes: Shaun Tully - serves vertical: Recreational Construction [about] - Industry: Recreational Construction - Service: AI Search Visibility; The Authority Record™; Structured Posts - Market: Waterloo, Ontario - Period: since 2026-04-01 - Result: New-build enquiries rose 300 percent since the rebuilt site went live on May 30, 2026, as validated by Aquascapes Recreational Contractors in September 2026. — 300% — Aquascapes Recreational Contractors - Result: Retail store traffic and revenue quadrupled since the rebuilt site went live on May 30, 2026, as validated by Aquascapes Recreational Contractors in September 2026. — 4x — Aquascapes Recreational Contractors - Result: The rebuilt website scores 99 for performance and 100 for accessibility on Google Lighthouse, with 96 for best practices and 92 in Lighthouse's search audit (run August 15, 2026). — 99 score out of 100 — Google Lighthouse (PageSpeed Insights) # Industry findings ## 91% increase in ad clicks for cited brands - URI: https://www.huckleberryway.ca/evidence/seer-2025#evidence - Class: Evidence - Description: Seer Interactive, 2025. - corroborates: The Authority Record™ - documents: Seer Interactive ## 23x higher conversion from AI-referred traffic - URI: https://www.huckleberryway.ca/evidence/ahrefs-2025#evidence - Class: Evidence - Description: Ahrefs / GetPassionFruit, 2025. - corroborates: The Authority Record™ - documents: Ahrefs ## Fewer than 1 in 100 AI runs name the same brand set - URI: https://www.huckleberryway.ca/evidence/sparktoro-stochastic#evidence - Class: Evidence - Description: SparkToro (Rand Fishkin), late 2025. - corroborates: The Authority Record™ - documents: SparkToro ## Brands with strong continuity appear in 55-77% of runs - URI: https://www.huckleberryway.ca/evidence/sparktoro-continuity#evidence - Class: Evidence - Description: SparkToro (Rand Fishkin), late 2025. - corroborates: The Authority Record™ - demonstrates: Evidence Density [about] - documents: SparkToro ## 42% of clicks go to the top 3 Map Pack positions - URI: https://www.huckleberryway.ca/evidence/map-pack#evidence - Class: Evidence - Description: Backlinko, local SEO statistics (2024 user-behaviour study), as cited in Huckleberry Way's field note on Map Pack visibility. - corroborates: The Authority Record™ # Writing ## Agentic AI: From Retrieval to Reasoning - URI: https://www.huckleberryway.ca/blog/agentic-ai-from-retrieval-to-reasoning-web#article - Class: Publication - Description: Definitive technical treatment of how agentic retrieval changes what businesses need to build. Introduces the neuro-symbolic framework validated by information science. Closing section revised April 2026. - documents: The Two-Layer Framework - is about: Agentic AI [about] - is about: Graph RAG [about] - is about: Information Retrieval [about] - is about: Model Context Protocol [about] - is about: Neuro-Symbolic AI [about] - is about: Retrieval-Augmented Generation [about] - author: Von Darnell ## Agentic AI: From Brand to Entity - URI: https://www.huckleberryway.ca/blog/agentic-ai-from-brand-centric-to-entity-centric#article - Class: Publication - Description: The shift from brand-centric to entity-centric. Six AI writers, none reporting to you. The story bible as living infrastructure. Coherence gets you recognized; uniqueness gets you cited by name. - is about: Entity [about] - is about: Identity Engineering [about] - is about: Knowledge Architecture [about] - author: Von Darnell ## Graduate research: citation clustering and search engines - URI: https://www.huckleberryway.ca/von-darnell#mlis-thesis - Class: Publication - Description: Graduate research undertaken during the MLIS at Western University, on citation clustering and search engines. Produced as a major research paper. - is about: Citation Clustering [about] - is about: Information Retrieval [about] - @type: CreativeWork - about: Citation clustering; search engines - name: Graduate research: citation clustering and search engines ## PhD dissertation (2009): machine learning vs conventional search for monitoring currency - URI: https://www.huckleberryway.ca/margaret-sampson#dissertation-2009 - Class: Publication - Description: Evaluated the effectiveness and efficiency of machine learning against four conventional search approaches for monitoring the currency of systematic reviews. - is about: Living Systematic Reviews [about] - is about: Machine Learning for Literature Surveillance [about] ## A CEO's Guide to Building Authority in the Age of AI - URI: https://www.huckleberryway.ca/blog/a-ceos-guide-to-building-authority-in-the-age-of-ai#article - Class: Publication - Description: This guide outlines how, in the age of AI, prospects use Google for final verification, and why building a system of verifiable authority is crucial to winning that decisive moment of trust. - is about: Generative Search [about] - is about: Machine Certainty [about] - is about: Verification at the Source [about] - is about: Verified Entity Architecture [about] - author: Von Darnell - datePublished: 2025-10-15 ## How to Get Found with Zero-Click Search - URI: https://www.huckleberryway.ca/blog/ai-search-for-business#article - Class: Publication - Description: Google's new AI search doesn't just match keywords—it builds personalized answers. Learn how your local business can stay visible and relevant in this new era of AI-powered search, with practical strategies and automation tips from Huckleberry Way. - is about: AI Search Visibility [about] - is about: Generative Search [about] - is about: Passage Extraction [about] - is about: Retrieval-Augmented Generation [about] - author: Von Darnell - datePublished: 2025-07-29 ## AI Search Visibility in Canadian Manufacturing: Findings from Ten Audits - URI: https://www.huckleberryway.ca/blog/ai-search-visibility-in-canadian-manufacturing-findings-from-ten-audits#article - Class: Publication - Description: We audited ten Canadian industrial businesses for AI visibility. Half don't exist to the AI assembling buyers' shortlists. - is about: AI Search Visibility [about] - is about: Certainty Gap [about] - is about: Earned Authority, Invisible to Machines [about] - is about: Manufacturing [about] - is about: The Two Gates [about] - author: Von Darnell - datePublished: 2026-06-12 ## How Much is the Google Map Pack Worth to You? - URI: https://www.huckleberryway.ca/blog/blog-map-pack#article - Class: Publication - Description: Discover the real dollar value of ranking in Google's Map Pack for local businesses in Ontario. Learn how much revenue you're losing—and how to claim your share with strategic local SEO. - is about: Map Pack Visibility [about] - author: Von Darnell - datePublished: 2025-07-29 ## How AI-Powered Reviews Can Transform Your Business - URI: https://www.huckleberryway.ca/blog/how-ai-powered-reviews-for-business-transformation#article - Class: Publication - Description: Boost trust and attract customers with Huckleberry’s AI Smart Review System. Effortlessly collect reviews, automate responses, and amplify visibility with done-for-you, AI-powered review management. - is about: Consensus [about] - is about: Customer-Verified Evidence [about] - author: Von Darnell - datePublished: 2023-03-03 # Research, credentials and roles ## Searching for evidence in public health emergencies: a white paper of best practices - URI: https://www.huckleberryway.ca/margaret-sampson#emergency-evidence-searching-2023 - Class: Scholarly Work - Description: Journal of the Medical Library Association - sameAs: https://doi.org/10.5195/jmla.2023.1530 ## The currency and completeness of specialized databases of COVID-19 publications - URI: https://www.huckleberryway.ca/margaret-sampson#covid-database-currency-2022 - Class: Scholarly Work - Description: Journal of Clinical Epidemiology - is about: Information Retrieval [about] - sameAs: https://doi.org/10.1016/j.jclinepi.2022.03.006 ## Creating enriched training sets of eligible studies for large systematic reviews: the utility of PubMed's Best Match algorithm - URI: https://www.huckleberryway.ca/margaret-sampson#pubmed-best-match-2021 - Class: Scholarly Work - Description: International Journal of Technology Assessment in Health Care - is about: Evidence Synthesis [about] - is about: Machine Learning for Literature Surveillance [about] - sameAs: https://doi.org/10.1017/S0266462320002159 ## Crowdsourcing the Citation Screening Process for Systematic Reviews: Validation Study - URI: https://www.huckleberryway.ca/margaret-sampson#crowdsourced-screening-2019 - Class: Scholarly Work - Description: Journal of Medical Internet Research - is about: Evidence Synthesis [about] - sameAs: https://doi.org/10.2196/12953 ## PRESS Peer Review of Electronic Search Strategies: 2015 Guideline Statement - URI: https://www.huckleberryway.ca/margaret-sampson#press-2015 - Class: Scholarly Work - Description: Journal of Clinical Epidemiology - is about: Search Strategy Validation [about] - sameAs: https://doi.org/10.1016/j.jclinepi.2016.01.021 ## A bibliometric analysis of evaluative medical education studies: Characteristics and indexing accuracy - URI: https://www.huckleberryway.ca/margaret-sampson#indexing-accuracy-2013 - Class: Scholarly Work - Description: Academic Medicine - is about: Bibliometrics [about] - sameAs: https://doi.org/10.1097/ACM.0b013e3182820b5c ## A systematic review of methods for studying consumer health YouTube videos, with implications for systematic reviews - URI: https://www.huckleberryway.ca/margaret-sampson#youtube-health-videos-2013 - Class: Scholarly Work - Description: PeerJ - is about: Evidence Synthesis [about] - is about: Grey Information [about] - sameAs: https://doi.org/10.7717/peerj.147 ## Checking reference lists to find additional studies for systematic reviews. - URI: https://www.huckleberryway.ca/margaret-sampson#checking-reference-lists-2011 - Class: Scholarly Work - Description: Cochrane database of systematic reviews (Online) - is about: Evidence Synthesis [about] - is about: Grey Information [about] ## Searching for controlled trials of complementary and alternative medicine: A comparison of 15 databases - URI: https://www.huckleberryway.ca/margaret-sampson#cam-trial-databases-2011 - Class: Scholarly Work - Description: Evidence-based Complementary and Alternative Medicine - is about: Grey Information [about] - is about: Information Retrieval [about] - sameAs: https://doi.org/10.1093/ecam/nep038 ## An evidence-based practice guideline for the peer review of electronic search strategies - URI: https://www.huckleberryway.ca/margaret-sampson#press-2009 - Class: Scholarly Work - Description: Journal of Clinical Epidemiology - is about: Search Strategy Validation [about] - sameAs: https://doi.org/10.1016/j.jclinepi.2008.10.012 ## Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement - URI: https://www.huckleberryway.ca/margaret-sampson#prisma-2009 - Class: Scholarly Work - Description: PLoS Medicine - is about: Research Reporting Standards [about] - sameAs: https://doi.org/10.1371/journal.pmed.1000097 ## No consensus exists on search reporting methods for systematic reviews - URI: https://www.huckleberryway.ca/margaret-sampson#search-reporting-2008 - Class: Scholarly Work - Description: Journal of Clinical Epidemiology - is about: Evidence Synthesis [about] - sameAs: https://doi.org/10.1016/j.jclinepi.2007.10.009 ## Should systematic reviewers search for randomized, controlled trials published as letters? - URI: https://www.huckleberryway.ca/margaret-sampson#trials-published-as-letters-2008 - Class: Scholarly Work - Description: Annals of Internal Medicine - is about: Evidence Synthesis [about] - is about: Grey Information [about] ## Surveillance search techniques identified the need to update systematic reviews - URI: https://www.huckleberryway.ca/margaret-sampson#surveillance-search-2008 - Class: Scholarly Work - Description: Journal of Clinical Epidemiology - is about: Evidence Synthesis [about] - sameAs: https://doi.org/10.1016/j.jclinepi.2007.10.003 ## When and how to update systematic reviews - URI: https://www.huckleberryway.ca/margaret-sampson#updating-reviews-2008 - Class: Scholarly Work - Description: Cochrane Database of Systematic Reviews - is about: Evidence Synthesis [about] - sameAs: https://doi.org/10.1002/14651858.MR000023.pub3 ## Epidemiology and reporting characteristics of systematic reviews - URI: https://www.huckleberryway.ca/margaret-sampson#systematic-reviews-reporting-2007 - Class: Scholarly Work - Description: PLoS Medicine - is about: Evidence Synthesis [about] - sameAs: https://doi.org/10.1371/journal.pmed.0040078 ## How quickly do systematic reviews go out of date? A survival analysis - URI: https://www.huckleberryway.ca/margaret-sampson#reviews-out-of-date-2007 - Class: Scholarly Work - Description: Annals of Internal Medicine - is about: Evidence Synthesis [about] ## An alternative to the hand searching gold standard: Validating methodological search filters using relative recall - URI: https://www.huckleberryway.ca/margaret-sampson#search-filter-validation-2006 - Class: Scholarly Work - Description: BMC Medical Research Methodology - is about: Information Retrieval [about] - sameAs: https://doi.org/10.1186/1471-2288-6-33 ## Can electronic search engines optimize screening of search results in systematic reviews: An empirical study - URI: https://www.huckleberryway.ca/margaret-sampson#search-engine-screening-2006 - Class: Scholarly Work - Description: BMC Medical Research Methodology - is about: Evidence Synthesis [about] - sameAs: https://doi.org/10.1186/1471-2288-6-7 ## Errors in search strategies were identified by type and frequency - URI: https://www.huckleberryway.ca/margaret-sampson#search-strategy-errors-2006 - Class: Scholarly Work - Description: Journal of Clinical Epidemiology - is about: Search Strategy Validation [about] - sameAs: https://doi.org/10.1016/j.jclinepi.2006.01.007 ## Managing database overlap in systematic reviews using Batch Citation Matcher: Case studies using Scopus - URI: https://www.huckleberryway.ca/margaret-sampson#database-overlap-2006 - Class: Scholarly Work - Description: Journal of the Medical Library Association - is about: Evidence Synthesis [about] ## Optimizing search strategies to identify randomized controlled trials in MEDLINE - URI: https://www.huckleberryway.ca/margaret-sampson#rct-search-strategies-2006 - Class: Scholarly Work - Description: BMC Medical Research Methodology - is about: Search Strategy Validation [about] - sameAs: https://doi.org/10.1186/1471-2288-6-23 ## Systematic reviews need systematic searchers - URI: https://www.huckleberryway.ca/margaret-sampson#systematic-searchers-2005 - Class: Scholarly Work - Description: Journal of the Medical Library Association - is about: Evidence Synthesis [about] ## Randomized controlled trials in pediatric complementary and alternative medicine: Where can they be found? - URI: https://www.huckleberryway.ca/margaret-sampson#where-pediatric-trials-are-2003 - Class: Scholarly Work - Description: BMC Pediatrics - is about: Grey Information [about] - sameAs: https://doi.org/10.1186/1471-2431-3-1 ## Should meta-analysts search Embase in addition to Medline? - URI: https://www.huckleberryway.ca/margaret-sampson#embase-and-medline-2003 - Class: Scholarly Work - Description: Journal of Clinical Epidemiology - is about: Evidence Synthesis [about] - sameAs: https://doi.org/10.1016/S0895-4356(03)00110-0 ## Interactive Computer Based Training Module - URI: https://www.huckleberryway.ca/kate-colmer#training-module - Class: Scholarly Work - Description: The eLearning training module that won the 2011 Gold Stevie Award (Training category, International Business Awards). Built at the Creative Options studio in Waterloo, Ontario; industry of the nominated deployment: Financial Services. - is about: eLearning [about] ## PRESS (Peer Review of Electronic Search Strategies) - URI: https://www.huckleberryway.ca/margaret-sampson#press - Class: Standard - Description: The international guideline for peer-reviewing search strategies. Developed by Margaret Sampson. - is about: Search Strategy Validation [about] ## PRISMA-S extension - URI: https://www.huckleberryway.ca/margaret-sampson#prisma-s - Class: Standard - Description: The PRISMA extension governing how literature searches are REPORTED. Co-developed by Margaret Sampson. - is about: Research Reporting Standards [about] ## CONSORT-ROUTINE extension - URI: https://www.huckleberryway.ca/margaret-sampson#consort-routine - Class: Standard - Description: Reporting standard for trials using routinely collected data. Co-authored by Margaret Sampson. - is about: Research Reporting Standards [about] ## PhD in Information Studies - URI: https://www.huckleberryway.ca/margaret-sampson#phd-information-studies - Class: Credential - Description: Doctorate in Information Studies, conferred by Aberystwyth University. - earned credential from: Aberystwyth University [recognizedBy] - @type: EducationalOccupationalCredential - credentialCategory: degree - dateCreated: 2009 - educationalLevel: Doctoral degree - name: PhD in Information Studies ## Master of Library and Information Science - URI: https://www.huckleberryway.ca/von-darnell#mlis-western - Class: Credential - Description: MLIS, conferred by Western University. - earned credential from: Western University [recognizedBy] - @type: EducationalOccupationalCredential - credentialCategory: degree - educationalLevel: Master's degree - name: Master of Library and Information Science ## Honours Bachelor of Arts, English Language and Literature - URI: https://www.huckleberryway.ca/von-darnell#ba-english - Class: Credential - Description: Von Darnell. - earned credential from: Western University [recognizedBy] - @type: EducationalOccupationalCredential - credentialCategory: degree - educationalLevel: Bachelor's degree - name: Honours Bachelor of Arts, English Language and Literature ## Convener, PRESS Forum - URI: https://www.huckleberryway.ca/margaret-sampson#press-forum-convener - Class: Role - Description: Margaret Sampson. 2009 to present. - role applies to: PRESS (Peer Review of Electronic Search Strategies) ## Information Scientist and Clinical Investigator, CHEO Research Institute - URI: https://www.huckleberryway.ca/margaret-sampson#cheo - Class: Role - Description: Margaret Sampson. - role applies to: CHEO Research Institute ## Studio role, Creative Options (2010 to 2016) - URI: https://www.huckleberryway.ca/kate-colmer#creative-options-studio - Class: Role - Description: Kate Colmer's role at Creative Options in Waterloo, from 2010 to 2016, held through the studio's acquisition by Protiviti. - role applies to: Creative Options # Concepts # Huckleberry Way Concept Scheme (https://www.huckleberryway.ca/concepts#scheme); SKOS at https://www.huckleberryway.ca/concepts.ttl and https://www.huckleberryway.ca/concepts.jsonld. Hidden labels are the machine layer and never a page. ## Information Science - IRI: https://www.huckleberryway.ca/concepts/information-science#concept - Facet: Information Science - Definition: The discipline concerned with how information is organized, described, retrieved and evaluated: cataloguing and authority control, indexing and controlled vocabularies, search and retrieval, and the appraisal of evidence. - Scope: The discipline built the retrieval infrastructure AI now depends on: authority control is its symbolic layer, citation verification its probabilistic layer, and it has managed the relationship between authoritative declaration and independent verification for over a century. - Narrower: Authority Control; Controlled Vocabulary; Taxonomy; Thesaurus; Ontology; Knowledge Representation; Metadata; Information Retrieval; Evidence Synthesis; Bibliometrics; Information Architecture - Related: Knowledge Architecture - Wikidata: http://www.wikidata.org/entity/Q16387 - Grounds: Huckleberry Way - Known about by: Huckleberry Way; Margaret Sampson; Von Darnell ## Authority Control - IRI: https://www.huckleberryway.ca/concepts/authority-control#concept - Facet: Information Science - Definition: The library-science practice of establishing and maintaining a single authorized form for the name of each entity, with its variants recorded and its sources cited, so that every reference resolves to one heading. - Scope: The direct ancestor of everything the firm sells. Authority Record (beneath) is the unit; Entity Disambiguation is the practice applied to a business. - Broader: Information Science - Narrower: Authority Record; Entity Disambiguation - Wikidata: http://www.wikidata.org/entity/Q118455746 - Illustrated by: Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Huckleberry Way; Margaret Sampson; Von Darnell - Subject of: Excellent Sign Group: sixty years of proof, made machine-readable; The Authority Record™ ## Authority Record - IRI: https://www.huckleberryway.ca/concepts/authority-record#concept - Facet: Information Science - Definition: In cataloguing, the record in an authority file that establishes the authorized form of a name (a person, an organization, a work, a subject), the variant forms it is not, and the sources consulted, so that every reference to the thing resolves to one heading. Applied to a business, it is one verified master record of who it is, what it does and what it has proven, kept true and published everywhere machines look. - Scope: The firm's product, The Authority Record™, is this idea applied to a business. The product is not a concept: it points at this one, and this page lists it. 'Your public system of record' and 'one verified master record' are the product's plain-language names. - Broader: Authority Control - Related: Controlled Vocabulary; System of Record; Verification at the Source - Wikidata: http://www.wikidata.org/entity/Q59646503 - Instantiated by: The Authority Record™ ## Entity Disambiguation - IRI: https://www.huckleberryway.ca/concepts/entity-disambiguation#concept - Facet: Information Science - Definition: The state in which machines resolve every reference to a business to the one entity it is, and neither confuse it with a namesake nor merge it with another. - Scope: Entity disambiguation is authority control applied to a business. The technique is sameAs: pointing the entity at its authoritative identifiers (Wikidata, the Google Knowledge Graph, a Legal Entity Identifier) so its authority does not tangle with a namesake. 'Resolvable' is the check; 'resolve as one entity' is the law of the category. - Also called: Disambiguation; Entity Resolution - Broader: Authority Control - Related: Persistent Identifiers; Entity; Identity Engineering; Legal Entity Identifier; Hallucinated Attribution - Wikidata closeMatch: http://www.wikidata.org/entity/Q17012245 - Demonstrated by: Aquascapes Recreational Contractors: thirty years of expertise, made findable; Excellent Sign Group: sixty years of proof, made machine-readable; Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Huckleberry Way - Maintained by: The Authority Record™ - Produced by: The Authority Record™ ## Controlled Vocabulary - IRI: https://www.huckleberryway.ca/concepts/controlled-vocabulary#concept - Facet: Information Science - Definition: One exact name for every service, credential, location, and person, held consistent everywhere machines read. Ambiguity makes a machine hedge; precision lets it commit. - Broader: Information Science - Related: Authority Record; Relevance Engineering - Wikidata: http://www.wikidata.org/entity/Q1469824 - Illustrated by: Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Margaret Sampson; Von Darnell ## Taxonomy - IRI: https://www.huckleberryway.ca/concepts/taxonomy#concept - Facet: Information Science - Definition: A controlled vocabulary arranged as a hierarchy, in which each concept has a broader concept above it and narrower concepts below, so that a thing can be classed by walking the tree. - Scope: A taxonomy carries hierarchy only; a thesaurus adds associative relations and notes. - Broader: Information Science - Wikidata: http://www.wikidata.org/entity/Q7211 - Known about by: Huckleberry Way; Margaret Sampson; Von Darnell ## Thesaurus - IRI: https://www.huckleberryway.ca/concepts/thesaurus#concept - Facet: Information Science - Definition: A controlled vocabulary in which each concept carries a preferred label, alternate labels, a definition and scope notes, and is linked to other concepts by hierarchical (broader, narrower) and associative (related) relations, as standardized in ISO 25964. - Scope: In SKOS the whole is a concept scheme; this scheme is one. - Also called: Concept Scheme - Broader: Information Science - Related: Semantic Web - Wikidata: http://www.wikidata.org/entity/Q17152639 - Known about by: Huckleberry Way; Von Darnell ## Ontology - IRI: https://www.huckleberryway.ca/concepts/ontology#concept - Facet: Information Science - Definition: A formal, machine-readable model of a domain: its classes of things, their properties, the relationships between them and the rules (axioms) that constrain how they combine, expressed in a language such as OWL. - Scope: An ontology includes a vocabulary and a hierarchy and adds logic that a reasoner can apply. - Broader: Information Science - Related: Semantic Web - Wikidata: http://www.wikidata.org/entity/Q324254 - Known about by: Huckleberry Way; Von Darnell ## Knowledge Representation - IRI: https://www.huckleberryway.ca/concepts/knowledge-representation#concept - Facet: Information Science - Definition: The branch of AI concerned with encoding facts and their relations in a form a machine can reason over: classes, properties, relations and instances, expressed in formal languages such as RDF, OWL and description logics. - Scope: The field ontologies and knowledge graphs belong to; placed under Information Science because the firm practises it as a cataloguing discipline. - Broader: Information Science - Related: Semantic Web; Symbolic AI - Wikidata: http://www.wikidata.org/entity/Q3478658 ## Metadata - IRI: https://www.huckleberryway.ca/concepts/metadata#concept - Facet: Information Science - Definition: Structured, machine-readable description of a resource: what it is, who made it, what it is about, when, in what language and under what rights. - Scope: On a website it is the layer machines read first, and the layer most sites leave thin. - Broader: Information Science - Narrower: Dublin Core - Related: Schema.org Markup - Wikidata: http://www.wikidata.org/entity/Q180160 - Known about by: Huckleberry Way; Margaret Sampson; Von Darnell ## Dublin Core - IRI: https://www.huckleberryway.ca/concepts/dublin-core#concept - Facet: Information Science - Definition: A standard set of fifteen core metadata terms (title, creator, subject, description, publisher, contributor, date, type, format, identifier, source, language, relation, coverage, rights) and their refinements, maintained by the Dublin Core Metadata Initiative and standardized as ISO 15836, for describing any resource. - Scope: Used here to describe the concept scheme and, in the head of each page, the site's pages. - Also called: DCMI Metadata Terms - Broader: Metadata - Wikidata: http://www.wikidata.org/entity/Q624610 - Known about by: Von Darnell ## Information Retrieval - IRI: https://www.huckleberryway.ca/concepts/information-retrieval#concept - Facet: Information Science - Definition: The science of finding relevant material within large collections. - Broader: Information Science - Narrower: Search Strategy Validation; Grey Information - Related: Machine Learning for Literature Surveillance; Vector Semantics - Wikidata: http://www.wikidata.org/entity/Q816826 - Known about by: Margaret Sampson - Subject of: Agentic AI: From Retrieval to Reasoning; An alternative to the hand searching gold standard: Validating methodological search filters using relative recall; Graduate research: citation clustering and search engines; Searching for controlled trials of complementary and alternative medicine: A comparison of 15 databases; The Authority Record™; The currency and completeness of specialized databases of COVID-19 publications ## Search Strategy Validation - IRI: https://www.huckleberryway.ca/concepts/search-strategy-validation#concept - Facet: Information Science - Definition: Peer review of search strategies for reproducibility and recall. - Broader: Information Retrieval - Known about by: Margaret Sampson - Subject of: An evidence-based practice guideline for the peer review of electronic search strategies; Errors in search strategies were identified by type and frequency; Optimizing search strategies to identify randomized controlled trials in MEDLINE; PRESS (Peer Review of Electronic Search Strategies); PRESS Peer Review of Electronic Search Strategies: 2015 Guideline Statement ## Grey Information - IRI: https://www.huckleberryway.ca/concepts/grey-information#concept - Facet: Information Science - Definition: Non-indexed literature and the systematic problem of information that exists but cannot be retrieved. - Broader: Information Retrieval - Wikidata narrowMatch: http://www.wikidata.org/entity/Q1148359 - Known about by: Margaret Sampson - Subject of: A systematic review of methods for studying consumer health YouTube videos, with implications for systematic reviews; Checking reference lists to find additional studies for systematic reviews.; Randomized controlled trials in pediatric complementary and alternative medicine: Where can they be found?; Searching for controlled trials of complementary and alternative medicine: A comparison of 15 databases; Should systematic reviewers search for randomized, controlled trials published as letters? ## Evidence Synthesis - IRI: https://www.huckleberryway.ca/concepts/evidence-synthesis#concept - Facet: Information Science - Definition: The discipline of combining findings across sources into a defensible aggregate claim. - Broader: Information Science - Narrower: Systematic Review Methodology; Research Reporting Standards; Machine Learning for Literature Surveillance - Related: Consensus - Wikidata: http://www.wikidata.org/entity/Q65057074 - Known about by: Margaret Sampson - Subject of: A systematic review of methods for studying consumer health YouTube videos, with implications for systematic reviews; Can electronic search engines optimize screening of search results in systematic reviews: An empirical study; Checking reference lists to find additional studies for systematic reviews.; Creating enriched training sets of eligible studies for large systematic reviews: the utility of PubMed's Best Match algorithm; Crowdsourcing the Citation Screening Process for Systematic Reviews: Validation Study; Epidemiology and reporting characteristics of systematic reviews; Excellent Sign Group: sixty years of proof, made machine-readable; How quickly do systematic reviews go out of date? A survival analysis; Managing database overlap in systematic reviews using Batch Citation Matcher: Case studies using Scopus; No consensus exists on search reporting methods for systematic reviews; Should meta-analysts search Embase in addition to Medline?; Should systematic reviewers search for randomized, controlled trials published as letters?; Surveillance search techniques identified the need to update systematic reviews; Systematic reviews need systematic searchers; The Authority Record™; The Proof Engine™; When and how to update systematic reviews ## Systematic Review Methodology - IRI: https://www.huckleberryway.ca/concepts/systematic-review-methodology#concept - Facet: Information Science - Definition: Formal methodology for exhaustive, reproducible literature identification and appraisal. - Broader: Evidence Synthesis - Narrower: Living Systematic Reviews - Wikidata: http://www.wikidata.org/entity/Q1504425 - Known about by: Margaret Sampson ## Living Systematic Reviews - IRI: https://www.huckleberryway.ca/concepts/living-systematic-reviews#concept - Facet: Information Science - Definition: Keeping a body of evidence continually current rather than periodically re-done. - Broader: Systematic Review Methodology - Known about by: Margaret Sampson - Subject of: PhD dissertation (2009): machine learning vs conventional search for monitoring currency ## Research Reporting Standards - IRI: https://www.huckleberryway.ca/concepts/research-reporting-standards#concept - Facet: Information Science - Definition: Formal standards governing how research is declared and made checkable. - Broader: Evidence Synthesis - Known about by: Margaret Sampson - Subject of: CONSORT-ROUTINE extension; PRISMA-S extension; Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement ## Machine Learning for Literature Surveillance - IRI: https://www.huckleberryway.ca/concepts/ml-literature-surveillance#concept - Facet: Information Science - Definition: Applied ML for continuous monitoring and screening of research literature. - Broader: Evidence Synthesis - Related: Information Retrieval - Known about by: Margaret Sampson - Subject of: Creating enriched training sets of eligible studies for large systematic reviews: the utility of PubMed's Best Match algorithm; PhD dissertation (2009): machine learning vs conventional search for monitoring currency ## Bibliometrics - IRI: https://www.huckleberryway.ca/concepts/bibliometrics#concept - Facet: Information Science - Definition: Quantitative analysis of publication and citation patterns. - Broader: Information Science - Narrower: Citation Clustering - Wikidata: http://www.wikidata.org/entity/Q603441 - Known about by: Margaret Sampson - Subject of: A bibliometric analysis of evaluative medical education studies: Characteristics and indexing accuracy ## Citation Clustering - IRI: https://www.huckleberryway.ca/concepts/citation-clustering#concept - Facet: Information Science - Definition: Grouping documents by the citations they share, so that bodies of related work emerge from citation patterns rather than from subject headings. - Scope: The subject of Von Darnell's MLIS thesis. - Broader: Bibliometrics - Known about by: Von Darnell - Subject of: Graduate research: citation clustering and search engines ## Information Architecture - IRI: https://www.huckleberryway.ca/concepts/information-architecture#concept - Facet: Information Science - Definition: The structural design of information environments (websites, intranets, apps and knowledge bases): how content is organized, labelled, connected and navigated, so that people can find what they need and machines can understand what is there. - Scope: On a website it covers the page hierarchy, navigation, labelling and internal linking. It is the layer that entity architecture builds on: a site whose structure mirrors the business's real services, people and proof is one a machine can read correctly. - Broader: Information Science - Related: Knowledge Architecture - Wikidata: http://www.wikidata.org/entity/Q845921 - Illustrated by: Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Von Darnell ## Semantic Web - IRI: https://www.huckleberryway.ca/concepts/semantic-web#concept - Facet: Semantic Web - Definition: The extension of the web in which data is published with machine-readable meaning, using shared identifiers (IRIs), a common data model (RDF) and shared vocabularies, so that data from different sources can be linked and queried together. - Scope: The tradition RDF, SKOS and schema.org come from. - Narrower: Structured Data; Knowledge Graphs; Semantic Triple; Entity - Related: Thesaurus; Ontology; Knowledge Representation - Wikidata: http://www.wikidata.org/entity/Q54837 - Known about by: Huckleberry Way; Von Darnell - Subject of: The Authority Record™ ## Structured Data - IRI: https://www.huckleberryway.ca/concepts/structured-data#concept - Facet: Semantic Web - Definition: Data organized according to a defined model, with named fields and types, so that a machine can parse it without interpretation. - Scope: As used here: data published for machines in the Semantic Web's forms (schema.org markup, JSON-LD, RDF), not structured data in general. - Broader: Semantic Web - Narrower: Linked Data; Schema.org Markup; llms.txt - Wikidata: http://www.wikidata.org/entity/Q26813700 - Illustrated by: Aquascapes Recreational Contractors: thirty years of expertise, made findable; Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Huckleberry Way; Von Darnell - Subject of: Structured Linked Data as a Memory Layer for Agent-Orchestrated Retrieval ## Linked Data - IRI: https://www.huckleberryway.ca/concepts/linked-data#concept - Facet: Semantic Web - Definition: A method of publishing structured data on the web in which things are named by HTTP IRIs that resolve to useful descriptions, and those descriptions link to other things by their IRIs, so that data from different sources can be joined. - Broader: Structured Data - Narrower: Persistent Identifiers - Wikidata: http://www.wikidata.org/entity/Q515701 - Illustrated by: Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Huckleberry Way; Von Darnell ## Persistent Identifiers - IRI: https://www.huckleberryway.ca/concepts/persistent-identifiers#concept - Facet: Semantic Web - Definition: An identifier for a resource that is globally unique, never reassigned or changed, and resolvable on the web to a description of the thing it names. - Scope: The firm's identifier rule: https, the business's own domain, a fragment naming what the node is, no trailing slash. An identifier is assigned the moment an entity matters, never reused and never changed when a name changes; a machine form of the page lets an agent fetch the facts without parsing the layout. The first condition of linked data, and the condition for any other record to point at a concept or an entity reliably. - Also called: IRIs; Stable Identifiers; Dereferenceable URIs - Broader: Linked Data - Related: Entity Disambiguation; Agent-Computer Interaction; Entity Modelling - Wikidata: http://www.wikidata.org/entity/Q420330 - Known about by: Huckleberry Way ## Schema.org Markup - IRI: https://www.huckleberryway.ca/concepts/schema-org-markup#concept - Facet: Semantic Web - Definition: Markup, usually JSON-LD in a page's head, that states in the shared schema.org vocabulary which entities a page describes, their properties and how they relate, so that search engines and assistants can read the page as data. - Scope: The form in which the Record is published on web pages; emitted by the compiler, never hand-written per page. - Also called: Schema Markup; Structured Data Markup - Broader: Structured Data - Related: Metadata; Verified Entity Architecture - Wikidata closeMatch: http://www.wikidata.org/entity/Q3475322 - Known about by: Huckleberry Way - Operationalized by: The Authority Record™ ## llms.txt - IRI: https://www.huckleberryway.ca/concepts/llms-txt#concept - Facet: Semantic Web - Definition: A proposed convention for a plain Markdown file at a site's root (/llms.txt, with /llms-full.txt carrying the whole) that summarizes the site for language models at inference time. - Scope: A clean feed beside the HTML: Huckleberry Way's is generated by the compiler from the Record, so it says what the schema says. - Also called: llms-full.txt - Broader: Structured Data - Related: Agent-Computer Interaction - Wikidata: http://www.wikidata.org/entity/Q133958690 - Operationalized by: The Authority Record™ ## Knowledge Graphs - IRI: https://www.huckleberryway.ca/concepts/knowledge-graphs#concept - Facet: Semantic Web - Definition: A graph of entities and the typed relationships between them, each entity identified and described, used to store and reason over knowledge about a domain. - Scope: Three systems answer a question about a business: the model's parametric memory, a knowledge graph of entities and relations, and a search index of crawled pages. For a business too small to be memorized, the graph and the index are the only sources, and they are reached at run time. - Broader: Semantic Web - Narrower: Google Knowledge Graph - Related: Model Context Protocol; Symbolic AI; Graph RAG; Knowledge Architecture - Wikidata: http://www.wikidata.org/entity/Q33002955 - Illustrated by: Aquascapes Recreational Contractors: thirty years of expertise, made findable; Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Huckleberry Way; Von Darnell - Subject of: The Authority Record™ ## Google Knowledge Graph - IRI: https://www.huckleberryway.ca/concepts/google-knowledge-graph#concept - Facet: Semantic Web - Definition: Google's knowledge base of entities (people, places, organizations, things) and the relationships between them, assembled from licensed and public sources and used to understand queries as things rather than strings and to populate knowledge panels. - Scope: The Google Business Profile is the main way a local business enters it; Bing's graph draws on much of the same material. - Hidden labels: Google Knowledge Vault - Broader: Knowledge Graphs - Related: Map Pack Visibility - Wikidata: http://www.wikidata.org/entity/Q648625 ## Semantic Triple - IRI: https://www.huckleberryway.ca/concepts/semantic-triple#concept - Facet: Semantic Web - Definition: The unit of machine-readable fact in RDF: a subject, a predicate and an object, each identified so that the statement can be joined with others into a graph. - Scope: Writing a claim as a triple removes the ambiguity a model would otherwise resolve by inference. - Also called: RDF Triple; Triplet; Subject-Predicate-Object; SPO - Broader: Semantic Web - Narrower: Predicate - Related: Graph RAG - Wikidata: http://www.wikidata.org/entity/Q3539534 ## Predicate - IRI: https://www.huckleberryway.ca/concepts/predicate#concept - Facet: Semantic Web - Definition: The middle term of a triple: the named relationship that links a subject to an object, drawn from a vocabulary so that the same relationship means the same thing wherever it appears. - Scope: Specific predicates distinguish a business; generic ones such as 'offers' make it look like everyone else. - Broader: Semantic Triple - Related: Certainty Gap ## Entity - IRI: https://www.huckleberryway.ca/concepts/entity#concept - Facet: Semantic Web - Definition: A distinct, identifiable thing in the world or in thought (a person, place, organization, product, work or concept) that can be named, given an identifier and described by its relationships to other things. - Scope: To machines a business is an entity, not a set of keywords. An entity hierarchy (organization, its services, its people, its places) is the shape the Record gives a business. - Broader: Semantic Web - Related: Entity Disambiguation; Entity Modelling - Wikidata: http://www.wikidata.org/entity/Q35120 - Subject of: Agentic AI: From Brand to Entity ## Artificial Intelligence - IRI: https://www.huckleberryway.ca/concepts/artificial-intelligence#concept - Facet: Artificial Intelligence - Definition: The field of computer systems that perform tasks associated with intelligence: learning from data, representing and reasoning over knowledge, understanding language and acting toward a goal. Its two traditions, symbolic (explicit facts and rules) and generative or connectionist (patterns learned from data), and the hybrids that join them, are the families beneath this concept. - Scope: In this scheme the facet covers AI as it finds, reads, verifies and judges businesses: generative search, agents, retrieval and grounding. The How AI Decides page is where the firm explains it to a buyer; the seven checks by name live on that page and nowhere else. - Also called: AI - Hidden labels: How AI Decides - Narrower: The Two Gates; Generative Search; Agentic AI; Symbolic AI; Generative AI; Neuro-Symbolic AI; Algorithmic Procurement; Vector Semantics; Retrieval-Augmented Generation; Co-reference Resolution; Experience, Expertise, Authoritativeness and Trustworthiness - Related: Machine Certainty - Wikidata: http://www.wikidata.org/entity/Q11660 - Known about by: Huckleberry Way ## The Two Gates - IRI: https://www.huckleberryway.ca/concepts/the-two-gates#concept - Facet: Artificial Intelligence - Definition: The two questions an AI system settles before it recommends a business: whether it can find the business and resolve it as one entity, and whether it can verify what the business claims. - Scope: The home page's statement of how AI decides; the seven checks are the build order behind the gates. - Broader: Artificial Intelligence - Related: The Two-Layer Framework; The Seven Checks - Operationalized by: The AI Readiness Report - Subject of: AI Search Visibility in Canadian Manufacturing: Findings from Ten Audits ## Generative Search - IRI: https://www.huckleberryway.ca/concepts/generative-search#concept - Facet: Artificial Intelligence - Definition: Search that answers a query by composing a response from retrieved sources, with citations, instead of returning a ranked list of pages: Google's AI Overviews and AI Mode, Copilot's answers in Bing, and the assistants that search the web before replying. - Scope: A prompt fans out into sub-queries; the results are checked against each other and entities and claims are extracted. A fact buried in unstructured text does not reach the answer. - Hidden labels: SGE; Search Generative Experience - Broader: Artificial Intelligence - Wikidata narrowMatch: http://www.wikidata.org/entity/Q131861047 - Known about by: Huckleberry Way; Von Darnell - Subject of: A CEO's Guide to Building Authority in the Age of AI; How to Get Found with Zero-Click Search ## Agentic AI - IRI: https://www.huckleberryway.ca/concepts/agentic-ai#concept - Facet: Artificial Intelligence - Definition: AI systems that pursue a goal on a person's behalf by planning, choosing actions and observing results in a loop, rather than producing a single answer: deciding what is needed, following a link or calling a tool, reading the result and continuing. - Scope: An agent that will transact needs facts it can verify and paths it can follow, so machine-readable records matter more as agents spread. - Broader: Artificial Intelligence - Narrower: Model Context Protocol; Agent-Computer Interaction - Related: Verifiable Credentials - Wikidata: http://www.wikidata.org/entity/Q132451509 - Known about by: Huckleberry Way; Von Darnell - Subject of: Agentic AI: From Retrieval to Reasoning ## Model Context Protocol - IRI: https://www.huckleberryway.ca/concepts/model-context-protocol#concept - Facet: Artificial Intelligence - Definition: An open protocol by which AI applications and agents connect to live, structured sources and tools through one standard interface, so that an agent can query a source directly instead of scraping a page. - Scope: The Authority Record is exposed through a live MCP endpoint with a discovery beacon on the client's own domain, so an agent that has never heard of the business finds it and asks. - Broader: Agentic AI - Related: Knowledge Graphs; Graph RAG - Wikidata: http://www.wikidata.org/entity/Q133436854 - Illustrated by: Aquascapes Recreational Contractors: thirty years of expertise, made findable; Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Huckleberry Way - Subject of: Agentic AI: From Retrieval to Reasoning ## Agent-Computer Interaction - IRI: https://www.huckleberryway.ca/concepts/agent-computer-interaction#concept - Facet: Artificial Intelligence - Definition: The design of sites, records and interfaces for use by software agents rather than by people: stable identifiers an agent can follow, typed links that say why one entity leads to another, a machine-readable form of each page, and facts kept beside their subject. - Scope: The measure is whether an agent can move from one verified fact to the next without a dead end. - Also called: ACI - Broader: Agentic AI - Related: Persistent Identifiers; llms.txt; Passage Extraction ## Symbolic AI - IRI: https://www.huckleberryway.ca/concepts/symbolic-ai#concept - Facet: Artificial Intelligence - Definition: AI built on explicitly represented knowledge: facts stated as symbols, rules applied by logic, and every conclusion traceable to the facts and rules that produced it. - Scope: It does not guess; when a fact is missing it says so. Knowledge graphs and ontologies are its instruments. - Also called: Good Old-Fashioned AI - Hidden labels: GOFAI - Broader: Artificial Intelligence - Narrower: Symbolic Reasoning; Knowledge Engineering - Related: Knowledge Representation; Knowledge Graphs; The Two-Layer Framework - Wikidata: http://www.wikidata.org/entity/Q5514059 ## Symbolic Reasoning - IRI: https://www.huckleberryway.ca/concepts/symbolic-reasoning#concept - Facet: Artificial Intelligence - Definition: Inference over explicitly stated facts and rules: following a chain of relations across a graph, applying a rule, deriving a new fact, with each step recorded. - Scope: Traceable, which is what makes it explainable; it cannot invent what the graph does not hold. - Broader: Symbolic AI - Related: Grounding - Wikidata closeMatch: http://www.wikidata.org/entity/Q2555318 ## Knowledge Engineering - IRI: https://www.huckleberryway.ca/concepts/knowledge-engineering#concept - Facet: Artificial Intelligence - Definition: The discipline of building and governing symbolic knowledge: inventorying a domain, defining its concepts and relations, deciding what is true and current, and keeping it so. - Scope: Taxonomists, ontologists and information scientists do it. Knowledge architecture is knowledge engineering applied to a business. - Broader: Symbolic AI - Related: Knowledge Architecture; Entity Modelling - Wikidata: http://www.wikidata.org/entity/Q1540472 - Known about by: Huckleberry Way ## Generative AI - IRI: https://www.huckleberryway.ca/concepts/generative-ai#concept - Facet: Artificial Intelligence - Definition: AI that produces text, images or code by learning statistical patterns from large bodies of data (connectionist or neural AI; large language models are its best-known form) and generating what is probable given a prompt. - Scope: It predicts what is probable rather than retrieving what is true, which is why it needs grounding and why it hallucinates. - Also called: Probabilistic AI - Broader: Artificial Intelligence - Narrower: Parametric Memory; Hallucination - Related: The Two-Layer Framework - Wikidata: http://www.wikidata.org/entity/Q117246174 ## Parametric Memory - IRI: https://www.huckleberryway.ca/concepts/parametric-memory#concept - Facet: Artificial Intelligence - Definition: The knowledge a language model acquired in training and holds in its weights: general knowledge and the entities seen often enough to be memorized, fixed until the next training run. - Scope: Near-empty for a business seen on a few hundred pages, so answers about that business come from retrieval at run time, where the business has live control of what is found. - Broader: Generative AI - Related: Retrieval-Augmented Generation ## Neuro-Symbolic AI - IRI: https://www.huckleberryway.ca/concepts/neuro-symbolic-ai#concept - Facet: Artificial Intelligence - Definition: Systems that combine a neural model with symbolic knowledge: the language model reads and writes natural language while a knowledge graph or ontology supplies verified facts and the logic that constrains the answer. - Scope: Retrieval over a graph is the common form today. The Authority Record is the symbolic half such a system reads. - Also called: Neurosymbolic AI; Hybrid AI - Broader: Artificial Intelligence - Related: Knowledge Architecture; The Two-Layer Framework - Wikidata: http://www.wikidata.org/entity/Q113512183 - Known about by: Huckleberry Way; Von Darnell - Subject of: Agentic AI: From Retrieval to Reasoning ## Algorithmic Procurement - IRI: https://www.huckleberryway.ca/concepts/algorithmic-procurement#concept - Facet: Artificial Intelligence - Definition: Supplier selection in which software screens, scores and shortlists vendors from the records it can read, before or instead of a human review. - Scope: A business whose facts a machine cannot verify is screened out without knowing it was in the running. - Broader: Artificial Intelligence - Related: AI Search Visibility - Illustrated by: Prescientx: Building an AI procurement-ready healthcare supplier - Known about by: Huckleberry Way ## Vector Semantics - IRI: https://www.huckleberryway.ca/concepts/vector-semantics#concept - Facet: Artificial Intelligence - Definition: The representation of words, passages and entities as points (embeddings) in a high-dimensional space in which distance stands for difference in meaning, so that relatedness can be measured rather than matched on keywords. - Scope: Dense retrieval compares a query's vector with the vectors of indexed passages (cosine similarity in a vector database); relevance is a measured closeness. - Broader: Artificial Intelligence - Related: Information Retrieval; Relevance Engineering - Wikidata closeMatch: http://www.wikidata.org/entity/Q18395344 ## Retrieval-Augmented Generation - IRI: https://www.huckleberryway.ca/concepts/retrieval-augmented-generation#concept - Facet: Artificial Intelligence - Definition: A method in which a language model retrieves relevant, current documents at the time of a query and conditions its answer on them, instead of answering from its training alone. - Scope: Generative search is built on it; the quality of the answer is bounded by what the retrieval finds. - Also called: RAG - Broader: Artificial Intelligence - Narrower: Graph RAG; Grounding; Passage Extraction - Related: Parametric Memory - Wikidata: http://www.wikidata.org/entity/Q121362277 - Known about by: Huckleberry Way - Subject of: Agentic AI: From Retrieval to Reasoning; How to Get Found with Zero-Click Search ## Graph RAG - IRI: https://www.huckleberryway.ca/concepts/graph-rag#concept - Facet: Artificial Intelligence - Definition: Retrieval-augmented generation in which the retrieved material is a knowledge graph (entities, their relations and the paths between them) rather than text passages, so that the model can answer questions that join multiple facts. - Scope: For example whether a certification belongs to the same organization that offers a service. Triples and a queryable endpoint are what it consumes. - Also called: GraphRAG; Graph-Based Retrieval-Augmented Generation - Broader: Retrieval-Augmented Generation - Related: Knowledge Graphs; Semantic Triple; Model Context Protocol - Known about by: Huckleberry Way - Subject of: Agentic AI: From Retrieval to Reasoning ## Grounding - IRI: https://www.huckleberryway.ca/concepts/grounding#concept - Facet: Artificial Intelligence - Definition: Tying a model's output to evidence it has retrieved, so that each claim in the answer can be traced to a source rather than generated from the model's parameters. - Scope: Fresh, structured, first-party facts on the business's own domain are the grounding material that lets a model cite a business rather than guess. - Broader: Retrieval-Augmented Generation - Related: Symbolic Reasoning; Hallucination ## Passage Extraction - IRI: https://www.huckleberryway.ca/concepts/passage-extraction#concept - Facet: Artificial Intelligence - Definition: The retrieval step that selects one passage of a few hundred tokens from a page or a post to answer one sub-query, rather than reading the document whole. - Scope: Models read a passage at a time, so a passage that does not carry the business's name loses to one that does; writing in complete, self-contained passages keeps a fact whole when it is extracted. - Hidden labels: Chunking; 500 Token Chunking - Broader: Retrieval-Augmented Generation - Related: Agent-Computer Interaction; Relevance Engineering - Operationalized by: Structured Posts - Subject of: How to Get Found with Zero-Click Search ## Co-reference Resolution - IRI: https://www.huckleberryway.ca/concepts/co-reference-resolution#concept - Facet: Artificial Intelligence - Definition: The natural-language task of determining which expressions in a text refer to the same thing: that 'we', 'the company' and a name all denote one organization. - Scope: Models resolve it probabilistically, so naming the business instead of writing 'we' removes a guess. - Broader: Artificial Intelligence - Related: Certainty Gap - Wikidata closeMatch: http://www.wikidata.org/entity/Q63087 ## Experience, Expertise, Authoritativeness and Trustworthiness - IRI: https://www.huckleberryway.ca/concepts/experience-expertise-authoritativeness-and-trustworthiness#concept - Facet: Artificial Intelligence - Definition: Google's framework for judging the quality of a source and its author: first-hand experience, expertise, authoritativeness and trustworthiness, as shown on a website and across the web. - Scope: In this work it is proven rather than claimed: published case studies, credentials and citations give the machine evidence it does not already hold. - Also called: E-E-A-T; EEAT - Broader: Artificial Intelligence - Related: Proof Engineering - Wikidata: http://www.wikidata.org/entity/Q121693513 ## Hallucination - IRI: https://www.huckleberryway.ca/concepts/hallucination#concept - Facet: Artificial Intelligence - Definition: Output from a generative model that is fluent but unsupported by its sources or by fact: invented facts, wrong attributions, confident errors. - Scope: Grounding against verified, current sources is the remedy; a business that gives the machine nothing to ground on gets guessed about. - Broader: Generative AI - Related: Grounding; Hallucinated Attribution - Wikidata: http://www.wikidata.org/entity/Q116197048 ## Knowledge Architecture - IRI: https://www.huckleberryway.ca/concepts/knowledge-architecture#concept - Facet: Knowledge Architecture - Definition: The practice of building structured, machine-readable representations of business expertise that AI systems can discover, verify, and cite. - Scope: Grounded in information science, the discipline that built the retrieval infrastructure AI now depends on. Huckleberry Way's application of knowledge architecture to AI-era entity building is relevance engineering. - Narrower: Entity Modelling; The Two-Layer Framework; Identity Engineering; Relevance Engineering; Proof Engineering; The Seven Checks; System of Record - Related: Information Science; Information Architecture; Knowledge Graphs; Knowledge Engineering; Neuro-Symbolic AI - Known about by: Huckleberry Way; Margaret Sampson; Von Darnell - Practised by: Huckleberry Way - Subject of: Agentic AI: From Brand to Entity ## Entity Modelling - IRI: https://www.huckleberryway.ca/concepts/entity-modelling#concept - Facet: Knowledge Architecture - Definition: Modelling an organization as a set of entities and the relationships between them before anything is published: inventorying what exists, naming each thing one way, giving it a stable identifier, defining how it relates to the others and mapping it to external references. - Scope: The first step of every Build. Markup, automation and content then draw on the model; markup without the model beneath it is tagging on sand. - Also called: Entity Architecture Modelling - Broader: Knowledge Architecture - Related: Persistent Identifiers; Entity; Knowledge Engineering - Known about by: Huckleberry Way; Von Darnell - Operationalized by: The Authority Record™ ## The Two-Layer Framework - IRI: https://www.huckleberryway.ca/concepts/two-layer-framework#concept - Facet: Knowledge Architecture - Definition: Symbolic layer (entity; what you declare and control) and probabilistic layer (brand; what AI infers from natural language). Without the symbolic layer, you cannot be verified. Without the probabilistic layer, you can be verified but never recommended. - Scope: The symbolic layer is the entity: declared, controlled, read by symbolic systems (knowledge graphs, reasoning). The probabilistic layer is the brand: inferred by generative models from language. Not the two gates (can it find you, can it trust what you claim), which are the machine's questions. - Broader: Knowledge Architecture - Related: The Two Gates; Symbolic AI; Generative AI; Neuro-Symbolic AI - Documented in: Agentic AI: From Retrieval to Reasoning ## Identity Engineering - IRI: https://www.huckleberryway.ca/concepts/identity-engineering#concept - Facet: Knowledge Architecture - Definition: The practice of declaring an organization as one entity with one identity across every surface where it appears (its site, its profiles, the registries and graphs that describe it), so that every mention resolves to the same thing. - Scope: The first of the three build tracks, the stage a buyer sees as Found: pointing a business at the authoritative identifiers, Wikidata, the Google Knowledge Graph, a Legal Entity Identifier. Written lowercase; a practice, not a product. - Broader: Knowledge Architecture - Narrower: Verified Entity Architecture; Legal Entity Identifier; Verifiable Credentials - Related: Entity Disambiguation - Known about by: Huckleberry Way; Von Darnell - Operationalized by: The Authority Record™ - Subject of: Agentic AI: From Brand to Entity ## Verified Entity Architecture - IRI: https://www.huckleberryway.ca/concepts/verified-entity-architecture#concept - Facet: Knowledge Architecture - Definition: The practice of declaring a business as one resolvable entity, verified against every record the world already holds on it, so machines can identify it before they reason about it. - Scope: The discipline, not a product name. In this scheme 'entity architecture' names this concept. - Also called: Entity Architecture - Broader: Identity Engineering - Narrower: Zero Drift - Related: Schema.org Markup - Illustrated by: Prescientx: Building an AI procurement-ready healthcare supplier - Subject of: A CEO's Guide to Building Authority in the Age of AI ## Zero Drift - IRI: https://www.huckleberryway.ca/concepts/zero-drift#concept - Facet: Knowledge Architecture - Definition: The state in which the facts about a business are identical, not merely similar, on every surface where they appear, maintained by synchronizing each surface to the record. - Scope: The operational standard for identity: the same facts, identical, on every surface. The Active Synchronization Loop is the mechanism that keeps it. Platform synchronization is the mechanism; zero drift is the operational standard for entity coherence. - Broader: Verified Entity Architecture - Narrower: Active Synchronization Loop - Maintained by: Record Governance; The Authority Record™ - Operationalized by: The Authority Record™ - Produced by: The Authority Record™ ## Active Synchronization Loop - IRI: https://www.huckleberryway.ca/concepts/active-synchronization-loop#concept - Facet: Knowledge Architecture - Definition: A closed cycle in which a fact is published at one surface, propagated to an organization's other surfaces and written into its graph, then checked back against its origin, so that the same statement is found everywhere it should be. - Scope: In the Record: posted at the edge (the Google Business Profile), carried to the website and written as schema, so the same triple is found on every property. - Broader: Zero Drift - Operationalized by: Record Governance; Structured Posts ## Legal Entity Identifier - IRI: https://www.huckleberryway.ca/concepts/legal-entity-identifier#concept - Facet: Knowledge Architecture - Definition: A 20-character alphanumeric code (ISO 17442) that uniquely identifies a legal entity, issued through the Global LEI System overseen by GLEIF, with a public record of who the entity is and who owns it. - Scope: A core function of the firm, and more so as Canada moves toward the vLEI standard. GLEIF holds the root of trust; Qualified vLEI Issuers issue the organization's credential; Official Organization Role and Engagement Context Role credentials name the people who act for it, which maps onto the roles the Record already models. The vLEI is its verifiable credential form, letting an organization and the people who act for it prove identity to machines; the anchor identity engineering points a business at as the standard spreads. - Also called: LEI; vLEI; Verifiable LEI - Broader: Identity Engineering - Related: Entity Disambiguation - Wikidata: http://www.wikidata.org/entity/Q6517388 - Known about by: Huckleberry Way ## Verifiable Credentials - IRI: https://www.huckleberryway.ca/concepts/verifiable-credentials#concept - Facet: Knowledge Architecture - Definition: Digitally signed, machine-verifiable statements about an entity (its identity, a role, a qualification), issued by a party the verifier trusts, that can be checked for integrity and authenticity without contacting the issuer. - Scope: The vLEI is one, chained to GLEIF's root of trust; they are how an organization and the people who act for it will prove themselves to agents. - Also called: VC - Broader: Identity Engineering - Related: Agentic AI - Wikidata: http://www.wikidata.org/entity/Q85812973 - Known about by: Huckleberry Way ## Relevance Engineering - IRI: https://www.huckleberryway.ca/concepts/relevance-engineering#concept - Facet: Knowledge Architecture - Definition: Building a machine-readable business identity with sufficient depth, breadth, and fidelity that it holds up under multi-source verification, by any agentic system, in any context. - Scope: The second of the three build tracks, the stage a buyer sees as Understood. Relevance is a measured closeness in vector space, so content is aligned to the entity's attributes, not to keywords. Written lowercase; a practice, not a product. - Broader: Knowledge Architecture - Related: Controlled Vocabulary; Vector Semantics; Passage Extraction - Defined by: Huckleberry Way - Known about by: Huckleberry Way; Von Darnell - Operationalized by: The Authority Record™ ## Proof Engineering - IRI: https://www.huckleberryway.ca/concepts/proof-engineering#concept - Facet: Knowledge Architecture - Definition: The practice of collecting evidence for an organization's claims and publishing it in a form a machine can read as proof: structured, linked to the claim it supports and traceable to its source. - Scope: The third of the three build tracks, the stage a buyer sees as Proven. Claims are corroborated rather than asserted. Written lowercase; a practice, not a product. - Also called: Proof Generation - Hidden labels: Proof Architecture - Broader: Knowledge Architecture - Narrower: Customer-Verified Evidence; Proof Node - Related: Experience, Expertise, Authoritativeness and Trustworthiness; Consensus - Known about by: Huckleberry Way; Von Darnell - Operationalized by: The Authority Record™; The Proof Engine™ ## Customer-Verified Evidence - IRI: https://www.huckleberryway.ca/concepts/customer-verified-evidence#concept - Facet: Knowledge Architecture - Definition: Proof in the customer's own voice, verified by the customer: the most convincing evidence a business can hold and the heaviest to collect (the asking, the consolidating, the approvals). Distinct from reviews (earned and answered on Google, never encoded) and from source-verified facts (the Record's admission standard). - Scope: The Proof Engine exists to collect it and write it into the Authority Record, where connected facts vouch for each other. - Broader: Proof Engineering - Illustrated by: Prescientx: Building an AI procurement-ready healthcare supplier - Operationalized by: The Proof Engine™ - Subject of: How AI-Powered Reviews Can Transform Your Business ## Proof Node - IRI: https://www.huckleberryway.ca/concepts/proof-node#concept - Facet: Knowledge Architecture - Definition: A published, machine-readable unit of evidence (a case study, a project spotlight, a credential, a documented result) linked to the claims it supports, so that a machine can follow the link from claim to proof. - Scope: Written into the Record by the Proof Engine, each with its own address. - Broader: Proof Engineering - Related: Evidence Density - Operationalized by: The Proof Engine™ ## The Seven Checks - IRI: https://www.huckleberryway.ca/concepts/the-seven-checks#concept - Facet: Knowledge Architecture - Definition: The teaching ladder for machine trust: Legible, Resolvable, Verifiable, Corroborated, Comprehensible, Proven, Current; the output is confidence, enough of it to recommend. - Scope: The seven checks by name live on the How AI Decides page; elsewhere they appear as the build order in three stages: Found, Understood, Proven. They explain what the AI Readiness Report's signals measure; they are not a scoring scale. - Broader: Knowledge Architecture - Related: The Two Gates - Operationalized by: The AI Readiness Report; The Authority Record™ ## System of Record - IRI: https://www.huckleberryway.ca/concepts/system-of-record#concept - Facet: Knowledge Architecture - Definition: The system that holds the authoritative version of a given set of facts, to which other systems defer when versions disagree. - Scope: 'Your public system of record' and 'a system of authority' are the plain-register handles (Sept 20 and 22 2026), lowercase and unmarked. The human page and the machine data are drawn from the one record, so neither can drift from the other or say what the other does not; the compiler enforces it (schema is never hand-written per page). - Broader: Knowledge Architecture - Related: Authority Record; Verification at the Source - Wikidata: http://www.wikidata.org/entity/Q7663734 - Operationalized by: The Authority Record™ ## Machine Certainty - IRI: https://www.huckleberryway.ca/concepts/machine-certainty#concept - Facet: AI Search Visibility - Definition: The state in which an AI system holds enough verified, corroborated and current fact about a business that it resolves the business as one entity and asserts what it knows rather than hedging. - Scope: The machine's certainty about the business, not ours. Certainty is the mechanism, confidence the payoff, authority the end state. - Also called: Certainty - Broader: AI Search Visibility - Narrower: Consensus; Evidence Density; Verification at the Source - Related: Artificial Intelligence - Produced by: The Authority Record™ - Subject of: A CEO's Guide to Building Authority in the Age of AI ## Consensus - IRI: https://www.huckleberryway.ca/concepts/consensus#concept - Facet: AI Search Visibility - Definition: Agreement on a fact across independent sources: an organization's own record, its profiles, its reviews and third-party mentions stating the same thing. - Scope: Machines treat corroborated facts as settled; trust is the result. Triple-match and temporal consensus (the same fact, in the same form, current on every source) are the tests. - Also called: Omni-Media Consensus - Hidden labels: Semantic Mesh - Broader: Machine Certainty - Related: Evidence Synthesis; Proof Engineering - Produced by: Record Governance; The Authority Record™ - Subject of: How AI-Powered Reviews Can Transform Your Business ## Evidence Density - IRI: https://www.huckleberryway.ca/concepts/evidence-density#concept - Facet: AI Search Visibility - Definition: Enough corroborated edges around a claim that a machine asserts it rather than hedges. - Broader: Machine Certainty - Related: Proof Node; Hallucinated Attribution - Demonstrated by: Brands with strong continuity appear in 55-77% of runs - Maintained by: The Authority Record™ - Produced by: The Authority Record™ ## Verification at the Source - IRI: https://www.huckleberryway.ca/concepts/verification-at-the-source#concept - Facet: AI Search Visibility - Definition: Checking a claim against the record kept by the party that makes it, published on that party's own domain, rather than against third-party descriptions of it. - Scope: With resolution as one entity, the condition under which AI recommends (the law of the category). - Broader: Machine Certainty - Related: Authority Record; System of Record - Operationalized by: The Authority Record™ - Subject of: A CEO's Guide to Building Authority in the Age of AI ## Certainty Gap - IRI: https://www.huckleberryway.ca/concepts/certainty-gap#concept - Facet: AI Search Visibility - Definition: The distance between what is true of a business and what a machine can be certain of: facts that exist but are undeclared, unverifiable, inconsistent across sources, or stated so generically that they do not distinguish the business. - Scope: The glossary's case is generic language (the verb 'offers'); the firm's named findings are kinds of this gap. - Broader: AI Search Visibility - Narrower: Hallucinated Attribution; Earned Authority, Invisible to Machines - Related: Predicate; Co-reference Resolution - Mitigated by: The AI Readiness Report; The Authority Record™ - Subject of: AI Search Visibility in Canadian Manufacturing: Findings from Ten Audits ## Hallucinated Attribution - IRI: https://www.huckleberryway.ca/concepts/hallucinated-attribution#concept - Facet: AI Search Visibility - Definition: A machine attributes a claim to the wrong entity, or invents one, because the real relationships were never declared. - Broader: Certainty Gap - Related: Entity Disambiguation; Hallucination; Evidence Density - Mitigated by: The Authority Record™; The Proof Engine™ ## Earned Authority, Invisible to Machines - IRI: https://www.huckleberryway.ca/concepts/invisible-authority#concept - Facet: AI Search Visibility - Definition: A business holds real, hard-won expertise that machine systems cannot see, verify, or reason about. - Broader: Certainty Gap - Mitigated by: Excellent Sign Group: sixty years of proof, made machine-readable; Prescientx: Building an AI procurement-ready healthcare supplier; The Authority Record™ - Subject of: AI Search Visibility in Canadian Manufacturing: Findings from Ten Audits ## AI Search Visibility - IRI: https://www.huckleberryway.ca/concepts/ai-search-visibility#concept - Facet: AI Search Visibility - Definition: Whether AI systems can find, verify, and confidently recommend a business when a buyer asks. - Scope: The outcome facet: the state of a business in the machine's eyes, with Machine Certainty (the condition reached), Certainty Gap (the condition not reached) and Map Pack Visibility beneath it. Also the name of a Huckleberry Way service, which points at this concept. The preferred term; page prose says 'AI search visibility'. Classic search optimization ranks pages as links; answer engines surface direct answers; generative engines retrieve and cite content. This term covers being found, verified and recommended across all three. - Also called: AI visibility - Hidden labels: AI search optimization; AI SEO; Generative engine optimization; GEO; Answer engine optimization; AEO; LLM optimization; Entity SEO; Entity-first SEO; Semantic SEO; Entity authority; Entity authority system; Verified entity authority system - Narrower: Machine Certainty; Certainty Gap; Map Pack Visibility - Related: Algorithmic Procurement; Sectors Served - Delivered by: Huckleberry Way - Illustrated by: Prescientx: Building an AI procurement-ready healthcare supplier - Instantiated by: AI Search Visibility - Known about by: Huckleberry Way; Von Darnell - Subject of: AI Search Visibility; AI Search Visibility in Canadian Manufacturing: Findings from Ten Audits; How to Get Found with Zero-Click Search; The Authority Record™ ## Map Pack Visibility - IRI: https://www.huckleberryway.ca/concepts/map-pack-visibility#concept - Facet: AI Search Visibility - Definition: Appearing among the local business results (the map and the three listings beneath it) that Google shows for a query with local intent. - Scope: Ranking is never dismissed: a business that is not ranked never enters the recommendation set. - Broader: AI Search Visibility - Related: Google Knowledge Graph - Demonstrated by: Excellent Sign Group: sixty years of proof, made machine-readable - Produced by: Smart Reviews; The Authority Record™; The Proof Engine™ - Subject of: How Much is the Google Map Pack Worth to You? ## Sectors Served - IRI: https://www.huckleberryway.ca/industries/sectors-served#industry - Facet: Sectors Served - Definition: The sectors in which the firm has worked or is working, each with the niche inside it, so a case study can point at both levels. Business-to-business and business-to-consumer alike; no market perimeter. - Scope: Sectors and niches are recorded as proof and as targets, never as a perimeter: a business-to-business or business-to-consumer firm in any sector can be served. - Narrower: Healthcare; Construction; Manufacturing; Financial Services; Personal Care; Professional Services - Related: AI Search Visibility ## Healthcare - IRI: https://www.huckleberryway.ca/industries/healthcare#industry - Facet: Sectors Served - Definition: The sector of organizations that deliver, supply or support health care: health systems, hospitals and clinics, and the equipment, product and service suppliers around them. - Broader: Sectors Served - Narrower: Medical Device Distribution; Infection Prevention - Wikidata: http://www.wikidata.org/entity/Q31207 ## Medical Device Distribution - IRI: https://www.huckleberryway.ca/industries/medical-device-distribution#industry - Facet: Sectors Served - Definition: Distribution and professional services for healthcare equipment. - Broader: Healthcare - Wikidata relatedMatch: http://www.wikidata.org/entity/Q6554101 - Businesses in this sector: Prescientx - Served by: Huckleberry Way; Prescientx: Building an AI procurement-ready healthcare supplier ## Infection Prevention - IRI: https://www.huckleberryway.ca/industries/infection-prevention#industry - Facet: Sectors Served - Definition: The prevention of infection in healthcare and other settings through engineered controls: disinfection and sterilization equipment and systems, and the distribution and service behind them. - Scope: The Prescientx niche: engineered infection prevention for healthcare. - Broader: Healthcare - Wikidata closeMatch: http://www.wikidata.org/entity/Q4118322 ## Construction - IRI: https://www.huckleberryway.ca/industries/construction#industry - Facet: Sectors Served - Definition: The sector of contractors and builders, residential and commercial, including the service and retail lines that often sit beside the build. - Broader: Sectors Served - Narrower: Recreational Construction - Wikidata: http://www.wikidata.org/entity/Q13405640 ## Recreational Construction - IRI: https://www.huckleberryway.ca/industries/recreational-construction#industry - Facet: Sectors Served - Definition: Pool and recreational facility construction, service and retail. - Broader: Construction - Businesses in this sector: Aquascapes Recreational Contractors - Served by: Aquascapes Recreational Contractors: thirty years of expertise, made findable; Huckleberry Way ## Manufacturing - IRI: https://www.huckleberryway.ca/industries/manufacturing#industry - Facet: Sectors Served - Definition: Manufacturers, precision machining and industrial fabrication. - Broader: Sectors Served - Narrower: Sign Design & Fabrication - Wikidata: http://www.wikidata.org/entity/Q187939 - Served by: Huckleberry Way - Subject of: AI Search Visibility in Canadian Manufacturing: Findings from Ten Audits ## Sign Design & Fabrication - IRI: https://www.huckleberryway.ca/industries/sign-design-and-fabrication#industry - Facet: Sectors Served - Definition: Custom signage, electronic message centres, architectural signage, wayfinding. - Scope: Demonstrated through the Excellent Sign Group engagement. - Broader: Manufacturing - Wikidata closeMatch: http://www.wikidata.org/entity/Q1211272 - Businesses in this sector: Excellent Sign Group - Served by: Excellent Sign Group: sixty years of proof, made machine-readable; Huckleberry Way ## Financial Services - IRI: https://www.huckleberryway.ca/industries/financial-services#industry - Facet: Sectors Served - Definition: Credit unions, banking, financial advisory. - Broader: Sectors Served - Narrower: Credit Unions - Wikidata: http://www.wikidata.org/entity/Q837171 - Served by: Huckleberry Way ## Credit Unions - IRI: https://www.huckleberryway.ca/industries/credit-unions#industry - Facet: Sectors Served - Definition: Member-owned, cooperatively governed financial institutions, usually operating several branches, whose values form part of their identity. - Scope: The sector of the firm's founding deployment, a nine-location Ontario credit union. - Broader: Financial Services - Wikidata: http://www.wikidata.org/entity/Q745877 ## Personal Care - IRI: https://www.huckleberryway.ca/industries/personal-care#industry - Facet: Sectors Served - Definition: The sector of grooming and personal services (barbering, hairdressing, aesthetics), often operated across several locations. - Broader: Sectors Served - Narrower: Barbershops ## Barbershops - IRI: https://www.huckleberryway.ca/industries/barbershop-and-personal-care#industry - Facet: Sectors Served - Definition: Multi-location personal care and grooming services. - Broader: Personal Care - Wikidata closeMatch: http://www.wikidata.org/entity/Q21980641 - Served by: Huckleberry Way ## Professional Services - IRI: https://www.huckleberryway.ca/industries/professional-services#industry - Facet: Sectors Served - Definition: Consulting, legal, accounting and engineering firms: businesses that sell expertise. - Scope: Firms whose expertise is underrepresented in AI systems. - Broader: Sectors Served - Wikidata closeMatch: http://www.wikidata.org/entity/Q23670565 - Served by: Huckleberry Way