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.

ChatGPT Not Mentioning My Website — Root Causes | AiVIS.biz

You know your site has the best answer. ChatGPT knows your competitors instead. The gap is structural — not about content quality.

Mention vs citation: what ChatGPT actually does

When ChatGPT uses content from your site, it can do one of two things: cite you (mention your domain as a source) or use your content without attribution. Both require the same prerequisite: GPTBot must be able to access and extract your page.

If ChatGPT never mentions your site at all, the extraction is failing before it even starts. The answer to why is almost always in your robots.txt, rendering stack, or missing schema.

The extraction checklist ChatGPT applies to every source

Can GPTBot access the page? (robots.txt, CDN bot protection, rate limiting)

Is the content in the HTML at response time? (server-side rendering vs client-side)

Is there structured data to identify the publisher? (Organization JSON-LD)

Are the claims specific and verifiable? (content depth and structure)

All four must be true for your site to appear reliably. AiVIS.biz checks all four with BRAG Evidence IDs tracing each finding to your crawl results.

Frequently Asked Questions

Can I submit my site directly to ChatGPT?: There is no direct submission. ChatGPT discovers content through GPTBot crawls. The correct path is to make your site structurally accessible to GPTBot and ensure content is extractable.
What if my competitor has weaker content but still gets mentioned?: Extraction readiness beats content quality in the AI pipeline. A structurally sound page with moderate content often outperforms a brilliant but poorly-structured page. Fix your signals first.