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# FLOW SEO
> Evidence-led SEO knowledge base for humans and AI agents using Find -> Leverage -> Optimize -> Win. Covers AI search, local SEO, content strategy, off-site corroboration, conversion pages, measurement, and 42 standardized prompts. Built for 2026 search reality with cited sources and retrieval dates.
FLOW is a connected operating model for SEO across classic organic results, AI Overviews and LLM citations, local search and Google Business Profile, off-site corroboration, and conversion measurement. Every claim cites a 2026-current source with a retrieval date. Every prompt is reproducible by an AI agent reading from this repo. License: CC BY 4.0 for content + MIT for scripts.
## Docs
- [Start Here](docs/00-START-HERE.md): Start Here.
- [FLOW Framework](docs/01-framework/flow-framework.md): FLOW Framework.
- [AI Search Surface Map](docs/01-framework/ai-search-surface-map.md): AI Search Surface Map
- [Independence and Attribution](docs/01-framework/independence-and-attribution.md): Independence and Attribution
- [Search Intent and E-E-A-T](docs/02-foundations/search-intent-and-eeat.md): Search Intent and E-E-A-T
- [Technical and Schema Foundations](docs/02-foundations/technical-and-schema-foundations.md): Technical and Schema Foundations
- [Keyword Research](docs/03-find/keyword-research.md): Keyword Research.
- [Audience Avatar and Local Intent](docs/03-find/audience-avatar-and-local-intent.md): Audience Avatar and Local Intent
- [Query Fan-Out and Topical Relevance](docs/03-find/query-fan-out-and-topical-relevance.md): Query Fan-Out and Topical Relevance
- [Distributed Presence](docs/04-leverage/distributed-presence.md): Distributed Presence
- [Local Citations and Links](docs/04-leverage/local-citations-and-links.md): Local Citations and Links
- [Reddit, LinkedIn, and Community](docs/04-leverage/reddit-linkedin-and-community.md): Reddit, LinkedIn, and Community
- [GEO Formatting and Extraction](docs/05-optimize/geo-formatting-and-extraction.md): GEO Formatting and Extraction
- [Entity Consistency and LLM Tracking](docs/05-optimize/entity-consistency-and-llm-tracking.md): Entity Consistency and LLM Tracking
- [Content and CTR Optimization](docs/05-optimize/content-and-ctr-optimization.md): Content and CTR Optimization
- [BOFU and Conversion Content](docs/06-win/bofu-and-conversion-content.md): BOFU and Conversion Content
- [PPC and First-Party Intelligence](docs/06-win/ppc-and-first-party-intelligence.md): PPC and First-Party Intelligence
- [Dual-Surface Scorecard](docs/06-win/dual-surface-scorecard.md): Dual-Surface Scorecard
- [Local SEO Overview](docs/07-local-seo/local-seo-overview.md): Local SEO Overview.
- [Google Business Profile](docs/07-local-seo/google-business-profile.md): Google Business Profile
- [Local Content and Service Pages](docs/07-local-seo/local-content-and-service-pages.md): Local Content and Service Pages
- [Local Audits](docs/07-local-seo/local-audits.md): Local Audits.
- [SaaS Playbook](docs/08-playbooks/saas.md): SaaS Playbook.
- [Ecommerce Playbook](docs/08-playbooks/ecommerce.md): Ecommerce Playbook.
- [Service Business Playbook](docs/08-playbooks/service-business.md): Service Business Playbook
- [B2B Lead Generation Playbook](docs/08-playbooks/b2b-lead-generation.md): B2B Lead Generation Playbook
- [Affiliate-Content Playbook](docs/08-playbooks/affiliate-content.md): Affiliate Content Playbook
- [Prompt Library Index](docs/09-prompts/README.md): Prompt Library.
- [Bibliography](docs/10-references/bibliography.md): Bibliography.
- [Attribution](docs/10-references/attribution.md): Attribution.
- [Independence Ledger](docs/10-references/independence-ledger.md): Independence Ledger.
## Prompts
- [Content planning for Topical Relevance Prompt](docs/09-prompts/find/content-planning-for-topical-relevance-prompt.md): Use this prompt when you need a structured find deliverable and want the model to separate observations, assumptions, recommended actions, and claims that ne...
- [Content Prioritization Prompt](docs/09-prompts/find/content-prioritization-prompt.md): Use this prompt when you need a structured find deliverable and want the model to separate observations, assumptions, recommended actions, and claims that ne...
- [Keyword research prompt](docs/09-prompts/find/keyword-research-prompt.md): Use this prompt when you need a structured find deliverable and want the model to separate observations, assumptions, recommended actions, and claims that ne...
- [Keyword variations for topical relevance prompt](docs/09-prompts/find/keyword-variations-for-topical-relevance-prompt.md): Use this prompt when you need a structured find deliverable and want the model to separate observations, assumptions, recommended actions, and claims that ne...
- [Prompt: Audience Avatar](docs/09-prompts/find/prompt-audience-avatar.md): Use this prompt when you need a structured find deliverable and want the model to separate observations, assumptions, recommended actions, and claims that ne...
- [Backlink competition prompt](docs/09-prompts/leverage/backlink-competition-prompt.md): Use this prompt when you need a structured leverage deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [AI detector test follow-up Prompt](docs/09-prompts/optimize/ai-detector-test-follow-up-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [AI Supporting Pages Rewrite Prompt](docs/09-prompts/optimize/ai-supporting-pages-rewrite-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Basic Prompt](docs/09-prompts/optimize/basic-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Blog Post Outline Prompt](docs/09-prompts/optimize/blog-post-outline-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Blog Post Writing Prompt](docs/09-prompts/optimize/blog-post-writing-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Claude Prompt 1](docs/09-prompts/optimize/claude-prompt-1.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Claude Prompt 2](docs/09-prompts/optimize/claude-prompt-2.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [CTR AUDIT PROMPT](docs/09-prompts/optimize/ctr-audit-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Follow-up Prompt 1](docs/09-prompts/optimize/follow-up-prompt-1.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Follow-up Prompt 2](docs/09-prompts/optimize/follow-up-prompt-2.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Follow-up Prompt](docs/09-prompts/optimize/follow-up-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [PAA Question Rewording Prompt](docs/09-prompts/optimize/paa-question-rewording-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Prompt: Core 30 Content Audit](docs/09-prompts/optimize/prompt-core-30-content-audit.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Property content with authority audit prompt](docs/09-prompts/optimize/property-content-with-authority-audit-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Reddit Claude Prompt](docs/09-prompts/optimize/reddit-claude-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Schema Prompt 1](docs/09-prompts/optimize/schema-prompt-1.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Step 1: The ChatGPT Discovery Prompt](docs/09-prompts/optimize/step-1-the-chatgpt-discovery-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Step 2: The Follow-Up Qualifying Prompt](docs/09-prompts/optimize/step-2-the-follow-up-qualifying-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Technical Audit Prompt](docs/09-prompts/optimize/technical-audit-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Visibility Follow Up Prompt](docs/09-prompts/optimize/visibility-follow-up-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [Visiblity Prompt](docs/09-prompts/optimize/visiblity-prompt.md): Use this prompt when you need a structured optimize deliverable and want the model to separate observations, assumptions, recommended actions, and claims tha...
- [BOFU Page Brief Generator](docs/09-prompts/win/bofu-page-brief-generator.md): Use this when you need a bottom-funnel page brief for a service, product, location, comparison, pricing, demo, or lead-capture page.
- [Conversion Audit Prompt](docs/09-prompts/win/conversion-audit-prompt.md): Use this when a page, campaign, or funnel gets traffic but produces weak leads, low conversion rate, unclear attribution, or poor sales follow-up quality.
- [Dual-Surface Content Scorecard](docs/09-prompts/win/dual-surface-content-scorecard.md): Use this when you need to judge whether a page can perform in traditional search and AI-assisted discovery while still supporting conversion.
- [AI Homepage Rewrite Prompt](docs/09-prompts/local/ai-homepage-rewrite-prompt.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [Claude 'Deep Research' Prompt](docs/09-prompts/local/claude-deep-research-prompt.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [GBP Categories Prompt](docs/09-prompts/local/gbp-categories-prompt.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [GBP Description Claude Prompt 1](docs/09-prompts/local/gbp-description-claude-prompt-1.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [GBP Description Claude Prompt 2](docs/09-prompts/local/gbp-description-claude-prompt-2.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [GBP Description Claude Prompt 3](docs/09-prompts/local/gbp-description-claude-prompt-3.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [GBP Services Prompt](docs/09-prompts/local/gbp-services-prompt.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [Prompt: Generating a Meta Description](docs/09-prompts/local/prompt-generating-a-meta-description.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [Prompt: Generating a Title Tag](docs/09-prompts/local/prompt-generating-a-title-tag.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [Prompt: Rewriting Existing Homepage](docs/09-prompts/local/prompt-rewriting-existing-homepage.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
- [Prompt : Rewriting Existing Service Page](docs/09-prompts/local/prompt-rewriting-existing-service-page.md): Use this prompt when you need a structured local deliverable and want the model to separate observations, assumptions, recommended actions, and claims that n...
## Optional
- [LICENSE](LICENSE.md): CC BY 4.0 for content; MIT for code.
- [Bibliography (full)](docs/10-references/bibliography.md): every cited 2026 source with retrieval date.
- [Stats provenance JSON](docs/10-references/stats-provenance.json): machine-readable record of every verified statistic.
- [Obsidian vault mirror](obsidian-vault/): same docs as a fully wikilinked Obsidian vault.