okf_version: "0.2"

# Laurelin Labs knowledge bundle: AI search visibility, AEO and entity authority

Open Knowledge Format (OKF v0.2) bundle mirroring https://www.laurelinlabs.com/ for AI agents. Generated 2026-08-25T12:00:00+00:00; stale after 2027-02-25T00:00:00+00:00. See [log](/log.md).

## Entities

- [Laurelin Labs](/entities/laurelin-labs.md): the AEO agency and AI search visibility consultancy
- [Piers Butler](/entities/piers-butler.md): founder, AEO consultant, ORCID and Wikidata identifiers

## Topic hubs

- [AI Search Visibility (AEO / GEO / LLMO)](/topics/ai-search-visibility.md): AI search visibility
- [Technical Foundations](/topics/technical-foundations.md): technical SEO foundations
- [Topical Content](/topics/topical-content.md): topical authority content
- [Trust Signals](/topics/trust-signals.md): E-E-A-T trust signals
- [Authority Network](/topics/authority-network.md): schema markup and entity authority
- [Measurement & Attribution](/topics/measurement-attribution.md): search attribution and measurement
- [Paid Media & Integration](/topics/paid-media.md): PPC and paid search
- [Guardrails, Agentic & Future-proofing](/topics/guardrails-future.md): AEO guardrails and agentic search

## Pages

- [AI Search Visibility (AEO / LLMO)](/pages/ai-search-visibility.md): AEO Agency
- [Technical AEO Audit](/pages/technical-aeo-audit.md): Technical SEO Audit
- [Non-Commodity Content Audit](/pages/non-commodity-content-audit.md): SEO Content Audit
- [AEO + LLMO Strategy](/pages/aeo-llmo-strategy.md): AEO Strategy
- [Competitor & Opportunity Analysis](/pages/competitor-opportunity-analysis.md): SEO Competitor Analysis
- [PPC Audit & Strategy](/pages/ppc-audit-strategy.md): PPC Audit
- [Content & Newsroom Strategy](/pages/content-newsroom-strategy.md): Content Strategy
- [Site Performance OS](/pages/site-performance-os.md): SEO Reporting
- [AI Integration & Training](/pages/ai-integration-training.md): AI Training for Business
- [Instant AEO](/pages/instant-aeo.md): Instant AEO
- [The Four Pillars Framework](/pages/four-pillars-framework.md): Four Pillars of AI Search Visibility
- [Entity Authority (Pillar 4)](/pages/entity-authority.md): Entity SEO
- [Query Fan-Out](/pages/query-fan-out.md): Query Fan-Out
- [Google AI Search Optimisation](/pages/google-ai-search-optimisation.md): AI Search Optimisation
- [The Site Performance Operating System](/pages/site-performance-operating-system.md): Site Performance Operating System
- [The Agentic OS](/pages/agentic-os.md): Agentic OS
- [IndexNow Submitter](/pages/indexnow-submitter.md): IndexNow Submitter
- [SEO / AEO Deliverables Planner](/pages/deliverables-planner.md): SEO Deliverables Planner
- [AI Search Query Capture](/pages/ai-search-query-capture.md): AI Search Query Capture
- [AEO Schema Scanner](/pages/aeo-schema-scanner.md): Schema Markup Checker
- [EventCapture](/pages/event-capture.md): EventCapture
- [AEO Graph View](/pages/aeo-graph-view.md): AEO Graph View
- [The Auto-Research Loop](/pages/auto-research-loop.md): Auto-Research Loop
- [Knowledge Graph Gap Analysis](/pages/knowledge-graph-gap-analysis.md): Knowledge Graph Gap Analysis
- [Domain Gap Alert](/pages/domain-gap-alert.md): Domain Gap Alert
- [Seasonal & Trend Validation](/pages/seasonal-trend-validation.md): Seasonal Keyword Validation
- [Internal Linking Intelligence](/pages/internal-linking-intelligence.md): Internal Linking Tool
- [418 I'm a teapot: the HTTP status code that refuses to brew coffee, and why it will never be deleted](/pages/418-im-a-teapot.md): article, 2026-08-26
- [WebMCP: how a website hands its tools to an AI agent, and what laurelinlabs.com now exposes](/pages/webmcp.md): article, 2026-08-25
- [The Perfect HTML Page: How Search Engines, AI Answer Engines and Humans Read Your Markup](/pages/perfect-html-page.md): article, 2026-08-25
- [The Open Knowledge Format: What OKF Means for Modern Search and Content](/pages/open-knowledge-format.md): article, 2026-08-25
- [I built a URL submitter for Google, Bing and Brave. Only one of them wanted it.](/pages/indexnow-submitter.md): article, 2026-07-29
- [We reviewed 216 SEO deliverables from our 2018 playbook. We retired 14 of them.](/pages/what-seo-agencies-sell-in-2026.md): article, 2026-07-29
- [How this site was built: an AI agent, a vault, and a rulebook](/pages/how-this-site-was-built.md): article, 2026-07-09
- [Search-led information architecture: how we sized our own site by demand](/pages/search-led-information-architecture.md): article, 2026-07-09
- [We took our own medicine: scoring our own site 60 out of 100](/pages/we-took-our-own-medicine.md): article, 2026-07-09
- [We built a score to catch generic content. Its first casualty was our own spec.](/pages/non-commodity-score-teardown.md): article, 2026-07-07
- [Building an LLM-native wiki: the system I use to run workflow, time and projects](/pages/building-an-llm-native-wiki.md): article, 2026-06-15
- [I built a Chrome extension that shows you the structured data a page is missing](/pages/aeo-schema-scanner.md): article, 2026-06-13
- [I built a Chrome extension to see the searches ChatGPT and Claude run for you](/pages/ai-search-query-capture.md): article, 2026-06-13