--- okf_version: "0.2" --- # AlchemyLeads Curated Knowledge Source-backed concepts and playbooks for Revenue-First SEO, Search Everywhere Optimization, AI visibility and attribution. Refreshed September 24, 2026. These documents are generated drafts grounded in published AlchemyLeads material. Human verification is not recorded. Source links and reporting limitations are retained in each document. ## Concepts - [Revenue-First SEO](concepts/revenue-first-seo.md) — Prioritize technical, content and authority work by its contribution to qualified demand and revenue. - [Generative Engine Optimization](concepts/generative-engine-optimization.md) — Make a brand’s information understandable, retrievable and citable in AI-generated answers. - [Topical Authority](concepts/topical-authority.md) — Develop coherent subject coverage through useful pillar pages, supporting articles and internal links. - [Search Everywhere Optimization](concepts/search-everywhere-optimization.md) — Coordinate discoverability across traditional search, AI answers, social platforms and agent-accessible resources. - [Entity-Based SEO](concepts/entity-based-seo.md) — Describe identifiable things and evidence-backed relationships consistently across content and structured resources. - [Query Fan-Out](concepts/query-fan-out.md) — Plan content around related questions that AI-assisted research may explore from one user request. - [Agentic Retrieval-Augmented Generation](concepts/agentic-rag.md) — Understand iterative research and evidence selection when designing content for AI-assisted answers. - [Answer and Agentic Engine Optimization](concepts/answer-and-agentic-optimization.md) — Distinguish answer visibility from the infrastructure that lets agents use a website’s capabilities. - [Non-Commodity Content](concepts/non-commodity-content.md) — Build useful content from first-hand expertise, original observations and documented work. ## Playbooks - [Diagnose an Organic Traffic Drop](playbooks/diagnose-traffic-drop.md) — Locate an organic-search decline and prioritize corrective work by business impact. - [GEO Content Optimization](playbooks/geo-content-optimization.md) — Improve priority content for clear answers, source attribution and measurable AI-search visibility. - [Technical SEO Audit](playbooks/technical-seo-audit.md) — Check crawl access, indexing, site structure and performance before prioritizing technical fixes. - [Digital PR and Link Building](playbooks/digital-pr-link-building.md) — Use relevant earned coverage and original expertise to support brand authority and qualified discovery. - [AI Search Attribution](playbooks/ai-search-attribution.md) — Combine observable AI referrals with buyer-reported discovery while avoiding double-counted conversions. - [PostHog AI Traffic Tracking](playbooks/posthog-ai-traffic-tracking.md) — Classify observed AI visits and carry attribution into meaningful conversion events. - [CRM Lead Attribution and Handoffs](playbooks/crm-lead-attribution.md) — Preserve acquisition context while moving leads between marketing and operational systems. - [Agent Discovery and Knowledge Maintenance](playbooks/agent-discovery-maintenance.md) — Keep OKF, EntityMap and ARD resources current, linked and accurate about their interfaces. ## Case Studies All 10 published case-study pages are represented below. Results remain publisher-reported, with conflicting metrics flagged in the relevant summaries. - [Industrial Ground Monitoring: Published Results](case-studies/industrial-ground-monitoring.md) — Preserve the reported industrial SEO and AI-search outcomes with their dates and measurement limitations. - [Aerospace Manufacturer: Search, AI and Paid Results](case-studies/aerospace-manufacturer-ai-search.md) — Aerospace Manufacturer: Search, AI and Paid Results. Reported outcomes, implementation and measurement limitations. - [Marine Audio: Organic Growth and AI Visibility](case-studies/marine-audio-ai-search.md) — Marine Audio: Organic Growth and AI Visibility. Reported outcomes, implementation and measurement limitations. - [Cleanroom Manufacturing: Technical Repair and Pipeline](case-studies/industrial-cleanroom-manufacturer.md) — Cleanroom Manufacturing: Technical Repair and Pipeline. Reported outcomes, implementation and measurement limitations. - [Automotive Coatings: Organic Ecommerce Growth](case-studies/automotive-protective-coatings.md) — Automotive Coatings: Organic Ecommerce Growth. Reported outcomes, implementation and measurement limitations. - [Coffee Equipment: SEO, Conversion and Paid Search](case-studies/coffee-equipment-ecommerce.md) — Coffee Equipment: SEO, Conversion and Paid Search. Reported outcomes, implementation and measurement limitations. - [Third-Party Logistics: Content and Organic Demand](case-studies/third-party-logistics.md) — Third-Party Logistics: Content and Organic Demand. Reported outcomes, implementation and measurement limitations. - [Event Catering: Local Search and Inbound Inquiries](case-studies/corporate-event-catering.md) — Event Catering: Local Search and Inbound Inquiries. Reported outcomes, implementation and measurement limitations. - [Online Pet Pharmacy: Organic Catalog Discovery](case-studies/online-pet-pharmacy.md) — Online Pet Pharmacy: Organic Catalog Discovery. Reported outcomes, implementation and measurement limitations. - [Precision Gearboxes: Qualified Demand and AI Citations](case-studies/precision-gearbox-manufacturing.md) — Precision Gearboxes: Qualified Demand and AI Citations. Reported outcomes, implementation and measurement limitations. ## Related resources - [Generated site knowledge](https://alchemyleads.com/okf/) - [EntityMap](https://alchemyleads.com/entitymap.html) - [ARD discovery manifest](https://alchemyleads.com/.well-known/ard.json) - [Update history](log.md)