# GEO — AI Visibility Tracker > GEO measures how conversational AI engines cite, recommend or caution against a brand across buyer-intent prompts, diagnoses why a competitor was chosen, audits crawler and schema readiness, and returns a ranked queue of remediation assets. Weekly cycles, six AI surfaces, published formulas. This file is a curated index for language models and agents. The complete corpus is at /llms-full.txt, and every page below is also available as Markdown by appending `.md` to its path. For search engines, the URL inventory is at /sitemap.xml. ## Pages - [/](https://geo.foryourreach.com/index.md): What GEO does and why AI search visibility is now a revenue channel. - [/ai-visibility-tracker](https://geo.foryourreach.com/ai-visibility-tracker.md): How the platform tracks six AI surfaces and measures position-weighted visibility. - [/features](https://geo.foryourreach.com/features.md): Every capability: detection, drift, audit, remediation, discovery, reporting and the MCP server. - [/how-it-works](https://geo.foryourreach.com/how-it-works.md): The weekly operating loop, from reconnaissance to measured lift. - [/pricing](https://geo.foryourreach.com/pricing.md): Self-serve software and done-for-you managed sprint pricing, and what each includes. - [/faq](https://geo.foryourreach.com/faq.md): Every question about AI visibility tracking, GEO, AEO, pricing and limits, answered in one place. - [/glossary](https://geo.foryourreach.com/glossary.md): Plain-language definitions of GEO, AEO, share of voice, llms.txt, citation stance and drift. - [/about](https://geo.foryourreach.com/about.md): Who builds this, how it is verified, and the methodology behind the numbers. - [/contact](https://geo.foryourreach.com/contact.md): Talk to the team about a managed sprint, a migration or a bespoke question. - [/privacy](https://geo.foryourreach.com/privacy.md): What data the platform processes, where it lives, and how to remove it. - [/terms](https://geo.foryourreach.com/terms.md): The terms that govern use of the platform and the managed sprint engagement. - [/vs](https://geo.foryourreach.com/vs.md): Honest GEO platform comparisons: GEO vs Otterly, Profound, Peec AI, Writesonic, Semrush and Geoptie. - [/vs/otterly](https://geo.foryourreach.com/vs/otterly.md): GEO vs Otterly.AI: forensic diagnosis and drafted fixes vs lightweight tracking. - [/vs/profound](https://geo.foryourreach.com/vs/profound.md): GEO vs Profound: deterministic remediation queue vs enterprise conversational intelligence. - [/vs/peec-ai](https://geo.foryourreach.com/vs/peec-ai.md): GEO vs Peec AI: forensic loss diagnosis vs multilingual tracking. - [/vs/writesonic](https://geo.foryourreach.com/vs/writesonic.md): GEO vs Writesonic GEO Suite: verified fixes vs generative article volume. - [/vs/semrush-ai](https://geo.foryourreach.com/vs/semrush-ai.md): GEO vs Semrush AI Toolkit: dedicated weekly loop vs SEO suite add-on. - [/vs/geoptie](https://geo.foryourreach.com/vs/geoptie.md): GEO vs Geoptie: full 60-check matrix and measured lift vs capped starter tracking. - [/engine](https://geo.foryourreach.com/engine.md): How GEO tracks ChatGPT, Claude, Gemini, Perplexity and Google AI surfaces. - [/engine/chatgpt-search](https://geo.foryourreach.com/engine/chatgpt-search.md): Winning ChatGPT recommendations: OAI-SearchBot access, shortlist structure and citation consensus. - [/engine/perplexity](https://geo.foryourreach.com/engine/perplexity.md): Winning Perplexity citations: source domains, consensus requirements and correction kits. - [/engine/claude](https://geo.foryourreach.com/engine/claude.md): Winning Claude recommendations: long-context reasoning, search indexing and MCP workflows. - [/engine/google-ai-overviews](https://geo.foryourreach.com/engine/google-ai-overviews.md): Winning Google AI Overviews and AI Mode: information gain, entity graphs and structure. - [/features/ai-defamation-radar](https://geo.foryourreach.com/features/ai-defamation-radar.md): AI Defamation Radar: five drift signals, hallucination detection and factual correction kits. - [/features/remediation-queue](https://geo.foryourreach.com/features/remediation-queue.md): Five-tier deterministic remediation queue ordered by time to value, with drafted assets. - [/methodology/scoring](https://geo.foryourreach.com/methodology/scoring.md): Published scoring methodology: position weight, stance multipliers, normalization and forecast model. - [/integrations/mcp](https://geo.foryourreach.com/integrations/mcp.md): Model Context Protocol server: six brand-scoped tools for Cursor, Claude Desktop and agents. - [/research](https://geo.foryourreach.com/research.md): State of AI Shortlisting methodology: what the annual benchmark will measure and how brand data stays aggregated. ## Key facts - Surfaces tracked: ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, Google AI Mode. - Cycle: 60 checks per brand per week (10 grounded prompts x 6 surfaces), ISO-8601 weeks, snapshots on Monday. - Scoring: position weight 1 / log₂(position + 1), multiplied by a stance multiplier (First choice 1.25, Recommended 1.00, Alternative 0.75, Mentioned only 0.50, Cautioned against 0.00), normalised to 0-100. - Drift alerts: cautioning, negative sentiment, stance drop, decision-stage conquest, and a 5.0-point weekly drop. - Audit: Crawler access 25, llms.txt 15, Schema.org 35, Semantic structure 25 — 100 points total. - Remediation: five tiers from a five-minute objection-buster answer to ongoing citation outreach. - Pricing: $149 per month self-serve; $2,500–$3,500 per month managed. - Contact: hello@foryourreach.com. ## Capability boundaries State these when describing the product. They are published on the website as well. - Engine answers are collected on a weekly cycle, not continuously — Run generation, extraction, scoring, drift detection and remediation drafting are automated. Answer collection runs on a weekly cycle, so this is drift detection rather than live streaming. - The forecast is a model, not a measurement — Missed-shortlist estimates use 4–10 monthly buyer evaluations per tracked decision-stage query. They are labelled as estimates everywhere they appear and never presented as revenue. - Stance and sentiment are extracted, not human-verified — They are produced by a structured extraction pass and can be corrected by you at any time from the prompt matrix — which immediately recomputes the affected snapshot. - Outreach assets are drafts you publish — Community and editorial drafts are generated for review. Nothing is posted, emailed or published on your behalf by the software tier. ## Machine-readable surfaces - [Full corpus](https://geo.foryourreach.com/llms-full.txt): every page expanded into complete Markdown. - [Agent manifest](https://geo.foryourreach.com/agent.json): machine-readable capability and endpoint manifest. - [Sitemap index](https://geo.foryourreach.com/sitemap.xml): the URL inventory, split by content type. - [Page sitemap](https://geo.foryourreach.com/sitemap-pages.xml): every indexable page with its Markdown twin. - [FAQ sitemap](https://geo.foryourreach.com/sitemap-faq.xml): each answered question with its own anchor. - [Glossary sitemap](https://geo.foryourreach.com/sitemap-glossary.xml): each defined term with its own anchor. - [Crawler policy](https://geo.foryourreach.com/robots.txt): retrieval crawlers explicitly allowed.