AI Search Visibility Pro: GEO/AEO Audit + AI Citation SOV

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Description

Score a site 0-100 for AI search, measure how often ChatGPT-style answers name and cite you vs competitors, and get a ranked fix list. Local + snippet kits included. **Most free AI-visibility skills ask the model "would ChatGPT recommend this brand?" and report its guess. This kit makes the scripts do the scoring**: it stores every AI answer verbatim, counts mentions, top picks and citations per competitor, fact-checks what the answers say about you, and scores the site on 6 measurable pillars. Same inputs, same score, every time. Offline Python, no API keys. Included: 1. **AI Search Visibility Suite** — 0-100 GEO/AEO score: AI crawler access + llms.txt, answerability, schema, freshness, share previews, technical; white-label client report and 30-day before/after compare. ([single listing $22](https://www.agensi.io/skills/ai-search-visibility-suite-0-100-geo-score-report)) 2. **AI Citation Share-of-Voice Panel** — 20–30 buyer prompts, mention / top-pick / citation rate and share of voice vs competitors, accuracy issues, fixes. ([$17](https://www.agensi.io/skills/ai-citation-share-of-voice-panel-ai-visibility-audit)) 3. **Local AI Visibility Audit** — does AI name your business for "best [service] in [city]"? NAP + listings consistency and a fix list. ([$14](https://www.agensi.io/skills/local-ai-visibility-audit-does-chatgpt-recommend-you)) 4. **Featured Snippet Optimizer** — right format per query and a rewrite of the section that should win it. ([$5](https://www.agensi.io/skills/featured-snippet-optimizer-win-position-zero)) 5. **Catch Fake Links** — flags invented URLs, fake ASINs and placeholder domains in AI-written drafts before you publish. ([$7](https://www.agensi.io/skills/catch-fake-links-before-you-publish-llm-hallucination-check)) **Value math:** 5 skills worth $65 for $39. Built for agencies and freelancers selling AI-visibility audits: one client audit at typical rates covers it many times over. ## Example (real run, plausible.io, 19 Oct 2026; re-scored with the bundled script 27 Oct 2026) Input: 22 buyer prompts, e.g. ``` P01,best-for,no,best privacy-friendly Google Analytics alternative 2026 P02,best-for,no,best cookieless web analytics tool for small business ``` Output: ``` mention_rate 72.2% | top_pick_rate 50% | citation_rate 50% | share of voice 24.1% (Umami 16.7%, Fathom 13.0%, Matomo 13.0%) | accuracy_issues 2 | fixes 13 P1 Lost prompt: not named for "how to track website visitors without cookies" (Matomo named instead) P1 Accuracy: 2 answers quote a wrong 100k-pageview price P1 Source hygiene: an unofficial GitHub repo is cited as a Plausible source ``` Answers were captured with an agent web-search tool (a proxy for AI answer engines). Cygnix Labs has no relationship with Plausible. Local run (a Leeds plumbing business, 20 Oct 2026): mention rate 27.8%, top-pick 0%, score 18.9/100, 47 competitors named, 19 fixes. ## FAQ 1. **Does it query ChatGPT/Perplexity automatically?** Your agent asks the prompts with its own web search, or you paste answers from any engine using the paste template. The scoring is done by scripts either way. 2. **Do I need API keys?** No. Everything is standard-library Python 3.8+. 3. **Can I white-label the reports?** Yes, edit config/branding.json. 4. **How is this different from the free AI visibility checkers?** They usually return a model's opinion. This counts real answers and real page checks, keeps the evidence, and re-tests after 30 days. 5. **Is it for local businesses too?** Yes, the Local AI Visibility Audit is built for "best [service] in [city]" prompts. 6. **I own the Suite already. Is this worth it?** You'd add the Panel, Local audit, Snippet optimizer and link checker ($43 separately). ## Limitations - AI answers change daily; results are a dated snapshot. Re-run monthly. - Agent web search is a proxy for ChatGPT/Perplexity, not the apps themselves, unless you paste their answers. - No rank or traffic guarantees; fixes are prioritised by evidence. - The Suite fetches public pages only (robots.txt respected). Cygnix Labs skill bundle.