seo-flow

<!-- Source: github.com/AgriciDaniel/flow | License: CC BY 4.0 | Synced: 2026-04-26 -->
---
title: "Bibliography"
description: "Bibliography"
updated: 2026-04-25
tags:
  - references
---

# Bibliography

This bibliography lists the sources used for public claims. Web sources include retrieval date. PDF sources include hash and page count from the canonical manifest.

## Web Sources

- https://ahrefs.com/blog/ai-overviews-reduce-clicks-update/ | retrieved 2026-04-25 | used for: 58% lower average CTR for position-one content when an AI Overview is present, using December 2025 Ahrefs data
- https://backlinko.com/google-user-behavior | retrieved 2026-04-25 | used for: 42% of local-query searchers click inside the Google Maps Pack
- https://gs.statcounter.com/search-engine-market-share/all/worldwide/2025 | retrieved 2026-04-25 | used for: Bing March 2026 share: 5.13% worldwide; 9.85% United States all-platform search share
- https://support.google.com/business/answer/10515606?hl=en | retrieved 2026-04-25 | used for: 70% more likely to visit; 50% more likely to consider purchasing
- https://www.brightlocal.com/resources/local-seo-statistics/ | retrieved 2026-04-25 | used for: 39%
- https

<!-- Source: github.com/AgriciDaniel/flow | License: CC BY 4.0 | Synced: 2026-04-26 -->
---
title: "FLOW Framework"
description: "FLOW Framework"
updated: 2026-04-25
tags:
  - framework
---

![Claude SEO 10-principle methodology: PERCEIVE, ANALYZE, VALIDATE, ACT](../../../assets/framework.svg)

# FLOW Framework

## What This Is

FLOW is a search-and-conversion loop for 2026 discovery. It treats rankings, AI citations,
local visibility, and sales evidence as connected surfaces rather than separate channels.

FLOW uses four plain stages: Find demand, Leverage distributed evidence, Optimize owned assets for extraction and trust, and Win with pages and measurements that connect discovery to revenue. This page applies that loop to the framework layer.

## Why It Matters In 2026

Ahrefs found a 58% lower average CTR for position-one content when an AI Overview was
present in its December 2025 dataset.

seoClarity found that 25% of top cited ChatGPT URLs had no Google organic visibility in its
cited-page sample.

Search is no longer one result page and one click path. A useful SEO system has to survive classic rankings, AI summaries, local packs, business profiles, community references, a

---
name: seo-flow
description: >
  FLOW framework integration: evidence-led SEO using the Find → Leverage →
  Optimize → Win loop. Surfaces stage-specific AI prompts from the FLOW
  knowledge base (41 prompts, CC BY 4.0). Use when user says "FLOW", "FLOW
  framework", "seo flow", "evidence-led SEO", "find leverage optimize win",
  or wants stage-specific SEO prompts.
user-invocable: true
argument-hint: "[stage] [url|topic]"
license: MIT
metadata:
  author: AgriciDaniel
  version: "2.2.5"
  category: seo
---

# FLOW Framework: Find · Leverage · Optimize · Win

FLOW is an evidence-led SEO operating model built for the AI-search era. Claude SEO
integrates the FLOW prompt library (41 prompts across 5 stages) so every analysis can
be driven by structured, evidence-backed AI prompts rather than improvised queries.

> Framework and prompts © Daniel Agrici, CC BY 4.0: github.com/AgriciDaniel/flow

**Runtime context:** Load `references/flow-framework.md` on every `/seo flow` activation.
Load prompt files on demand, only for the stage the user requests.

---

## Commands

| Command | What it does |
|---------|-------------|
| `/seo flow` | Show FLOW overview + stage menu |
| `/seo flow find