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.

How to Test If AI Can Extract Your Content | AiVIS.biz

You think your content is visible to AI. But have you tested it? AI crawlers see a different version of your site than your browser shows you.

View source, not inspect element

The first test is simple: right-click your page and select 'View Source' (not Inspect Element). If the HTML body is mostly empty — just a <div id='root'></div> and script tags — your site is client-rendered. AI crawlers see that empty shell, not your actual content.

Inspect Element shows the DOM after JavaScript execution. View Source shows what the server delivers. AI crawlers receive the server's response.

Check robots.txt for AI crawler blocks

Visit yoursite.com/robots.txt and search for GPTBot, ClaudeBot, PerplexityBot, Googlebot. If any of these are blocked with 'Disallow: /', that crawler cannot access any page on your site. Many security configurations add these blocks by default.

Run an extraction-focused audit

Manual checks cover the basics. For a comprehensive extraction readiness assessment, run an AiVIS.biz audit. The audit crawls your page via headless browser (simulating AI crawler behavior), evaluates all six extraction dimensions, and reports specific findings with evidence IDs.

Each finding tells you exactly what is missing and how to fix it — no guesswork, no generic advice.

Frequently Asked Questions

Can I test for free?: Yes. Observer tier is free forever and provides the audit score plus your top 3 blockers. Full recommendations with implementation code require Starter or above.
How often should I test?: Test after any structural change (new schema, robots.txt update, SSR migration). Monthly re-audits catch drift from AI model behavior changes.