What is AI search visibility and why does it matter?

AI search visibility is the degree to which an AI system; such as ChatGPT, Perplexity, Claude or Google Gemini Overviews; can parse, trust and cite your website content in generated answers. A page that scores poorly for AI search visibility is unlikely to appear as a source or citation in AI generated responses, regardless of its traditional search ranking. AI search visibility depends on structured data quality, heading clarity, content depth, metadata completeness and machine readable formatting.

How does AiVIS.biz calculate a search visibility score?

AiVIS.biz runs a multi-stage audit pipeline: it crawls the target URL with a real browser, extracts structural signals (headings, schema, meta tags, body content, links), runs technical checks, then passes the evidence to a primary AI model for scoring. On Signal and Score Fix tiers, a second AI model peer-critiques the findings and a third validates the final result. The 0-100 CITE LEDGER score is a weighted composite across seven dimensions: Schema and Structured Data (20%), Content Depth (18%), Technical Trust (15%), Meta Tags and Open Graph (15%), AI Readability (12%), Heading Structure (10%), and Security and Trust (10%). Each finding is tied back to real page evidence.

What is the difference between AiVIS.biz and traditional query and answer engine tools?

Traditional SEO tools optimize for search engine crawlers and ranking signals like backlinks or keyword density. AiVIS.biz focuses specifically on answer engine readiness; whether AI systems can extract, trust and cite your content in generated responses. AiVIS.biz evaluates machine readability, entity clarity, schema coverage and citability rather than link authority. Every recommendation is evidence-linked, meaning it references the specific crawled signal that triggered it, not a generic checklist. The platform also tracks brand presence across citation sources and discussion platforms: Answer Engine Optimization (AEO).

What sources does brand mention tracking monitor?

Brand mention tracking scans 19 public sources: Reddit, Hacker News, Mastodon, DuckDuckGo site search, Bing site search, Google News RSS, GitHub repositories, Quora, Product Hunt, Stack Overflow, Wikipedia, Dev.to, Medium, YouTube, Lobsters, Bluesky, Twitter/X, Lemmy and GitHub Discussions. Available on the Alignment tier and above.

What plans does AiVIS.biz offer and what is included?

AiVIS.biz offers five tiers. Observer (free) includes 3 scans per month powered by open-weight AI models. Starter ($15/month) includes 15 scans per month with full recommendations, implementation code, PDF exports, and shareable links. Alignment (Core, $49/month) includes 60 scans per month with paid AI models, competitor tracking, brand mention scanning, reverse engineering tools, and WebMCP access. Signal (Pro, $149/month) includes 200 scans per month with a triple-check pipeline, citation testing, niche ranking, scheduled citation tests, team workspaces with 25 seats, full MCP/API access, and white-label reports. Score Fix (AutoFix PR, $299 one-time) uses higher capacity models and generates automated GitHub PRs with 250 credits.

My Site Is Not Showing in ChatGPT — Why & Fix | AiVIS.biz

You search ChatGPT for something you know your site covers — and it cites three competitors but not you. This is not a ranking problem. It is an extraction problem.

ChatGPT doesn't rank sites — it extracts from them

Traditional search engines position pages in a ranked list. ChatGPT synthesizes answers by extracting fragments from crawlable pages. If GPTBot cannot access your page, or cannot parse the content once it gets there, your site does not exist in that answer.

Being indexed by Google says nothing about ChatGPT access. The two systems use different crawlers, different extraction pipelines, and different signals for source selection.

Three reasons your site is not included

1. GPTBot is blocked. Check your robots.txt file for 'User-agent: GPTBot'. If it says 'Disallow: /' — or if your CDN blocks unknown bots — ChatGPT cannot crawl you at all.

2. Client-side rendering. ChatGPT's crawlers do not execute JavaScript. If your site renders in the browser, the crawler sees an empty HTML shell. Your content is invisible.

3. No structured data. Without JSON-LD (Organization, Article, FAQ), ChatGPT cannot reliably attribute extracted content to your domain. It may use the content but credit someone else.

How to fix it fast

Run an AiVIS.biz audit. It checks all three failure points — crawler access, rendering, and schema completeness — and tells you specifically what is broken and how to fix it.

Observer tier is free. You get a score, your top 3 blockers, and exactly where the extraction pipeline breaks down for your URL.

Frequently Asked Questions

Does ChatGPT Plus vs free affect which sites it uses?: ChatGPT Plus with browsing uses real-time GPTBot crawls. The free tier relies more on training data. Both benefit from strong extraction signals — if your site is structured correctly, it shows up in both contexts.
How long after fixing issues will I appear in ChatGPT?: Real-time browsing can pick up changes within days. Training data updates take weeks to months depending on OpenAI's crawl cadence.