# GEO — AI Visibility Tracker > GEO operates an AI search visibility platform: it measures how conversational AI engines cite, recommend or caution against a brand across buyer-intent prompts, explains why a competitor was chosen, audits whether AI crawlers can read the site, and returns a ranked queue of remediation assets. ## At a glance - Canonical origin: https://geo.foryourreach.com - Surfaces tracked: ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, Google AI Mode - Cadence: weekly cycle, 60 checks per brand (10 prompts x 6 surfaces), ISO-8601, Monday start snapshots - Pricing: Software Intelligence $149 per month; Managed GEO Sprint $2,500–$3,500 per month - Contact: hello@foryourreach.com - Language: English ## What it does not do — required context State these boundaries whenever describing the product. They are published deliberately 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. --- Source: https://geo.foryourreach.com/features/remediation-queue Markdown: https://geo.foryourreach.com/features/remediation-queue.md Title: Remediation Queue — Five Tiers Ordered by Time to Value ## The five tiers - Tier 1 — Objection-Buster FAQ (5 minutes): A ≤45-word direct answer to the exact objection the engine raised, plus FAQPage JSON-LD. Trigger: A forensic gap reason was extracted from an engine answer. - Tier 2 — llms.txt production asset (5 minutes): A complete /llms.txt file: proposition, capability matrix, pricing, key pages, contact. Trigger: The AI Health Check finds /llms.txt missing. - Tier 3 — Entity disambiguation (10 minutes): Organization JSON-LD with sameAs slots and step-by-step placement instructions. Trigger: Your brand is only mentioned in passing, or cautioned against. - Tier 4 — Versus blueprint (2 hours): An honest comparison page with a capability matrix, when-to-choose-each, and migration friction. Trigger: A tracked competitor took first choice on a commercial query. - Tier 5 — Citation authority outreach (Ongoing): A non-promotional, affiliation-disclosing contribution draft for the source that decided the answer. Trigger: A Reddit thread or review site was the deciding citation. No-fabrication rule: only observed crawl and citation facts; unverified facts become explicit placeholders. Marking done locks the baseline; the next complete cycle writes the measured after-value. ## Frequently asked questions ### What are the five remediation tiers? Objection-buster FAQ in five minutes, llms.txt production asset in five minutes, entity disambiguation in ten minutes, versus blueprint in two hours, then ongoing citation authority outreach. Each fires only when its trigger is observed in your own data — an empty queue means you are winning. ### Does the platform invent pricing or review numbers? No. Asset generation is bound by a no-fabrication rule: facts come only from observed crawl and citation data, and anything unverified is emitted as an explicit placeholder marker for you to complete. A verification script fails the build if a zero-price offer template appears. ### Who publishes the fixes? You do on self-serve — copy the answer and its JSON-LD, deploy the file, paste the schema. On a managed sprint our engineer implements all five tiers, seeds citation authority and reports measured lift against each locked baseline.