AI Search Visibility
Analyzer.
See how clearly your website communicates with modern search and AI discovery systems.
An evidence-first Quick Scan of observable website signals: crawler access, entity clarity, structured data, and content answerability.
Evidence-First Diagnostic
Every finding links directly to observed HTML, robots.txt, or schema signals.
No Ranking Predictions
Evaluates machine interpretability, not proprietary third-party ranking secrets.
No Score Guessing
Deterministic scoring based purely on observable technical and content criteria.
Observable Signals Only
Transparent methodology separating observed facts from inferred relationships.
How the diagnostic
evaluates your website.
A transparent 4-stage pipeline that audits machine discoverability and citation readiness without opaque black-box guessing.
Scan
Fetches the public webpage, HTTP response headers, robots.txt directives, and XML sitemaps safely without credentials.
Analyze
Evaluates deterministic signals across crawler rules, entity definitions, schema validity, and answerability structure.
Prioritize
Groups findings into actionable priority tiers with explicit evidence tagging (Observed, Inferred, Not Detected).
Report
Presents an AI Search Readiness Score, transparent limitations, and an engineering-ready remediation checklist.
10 Observable
Signal Categories.
Our scanner audits public page signals across machine discovery, entity grounding, and citation readiness.
Discoverability
Public crawlability, indexation directives, canonical integrity, and sitemap accessibility.
Observable Signals:
- Meta noindex / follow directives
- X-Robots-Tag headers
- Canonical URL alignment
- XML sitemap accessibility
AI Crawler Access
Robots.txt permissions for search indexers vs training models (OAI-SearchBot, GPTBot, Googlebot, etc.).
Observable Signals:
- OAI-SearchBot (ChatGPT search)
- GPTBot (OpenAI training)
- Googlebot & Bingbot rules
- Conflicting path directives
Entity Clarity
Brand definition, Organization identity, about/contact grounding, and cross-channel consistency.
Observable Signals:
- Organization / Brand schema
- Brand name consistency
- About / Contact page presence
- Entity anchor alignment
Content Understanding
Heading hierarchy, semantic document structure, text-to-code density, and passage boundaries.
Observable Signals:
- Strict H1..H6 heading hierarchy
- Semantic HTML5 layout tags
- Text-to-HTML density ratio
- Passage extraction clarity
Answerability
Direct answers, informative question-answer pairs, core value clarity, and query fulfillment.
Observable Signals:
- Direct query fulfillment
- Question & Answer sections
- Core value proposition clarity
- Absence of vague fluff
Citation Readiness
Quotable factual claims, statistical grounding, attribution anchors, and source transparency.
Observable Signals:
- Attributable factual claims
- Statistical data points
- Reference citation anchors
- Clear source grounding
Evidence & Trust
Author transparency, publication timestamps, verifiable contact points, and policy anchors.
Observable Signals:
- Author transparency
- Publication / update timestamps
- Visible policy & terms links
- Verifiable contact endpoints
Structured Data
Valid JSON-LD schemas matching visible on-page content without contradictions or errors.
Observable Signals:
- Valid JSON-LD schema objects
- Zero parsing syntax errors
- Matching visible on-page text
- Entity type appropriateness
Knowledge Connections
Outbound authoritative references, external profile links (sameAs), and contextual grounding.
Observable Signals:
- Outbound authoritative links
- sameAs social / knowledge graph
- Contextual topic relationships
- Wikidata / registry links
Technical Eligibility
Snippet eligibility, clean HTML rendering, mobile viewport, and absence of client-only gating.
Observable Signals:
- Search snippet eligibility
- Mobile-responsive viewport
- Clean server-rendered HTML
- Zero client-only paywalls
Deterministic Evidence
Classification.
Every finding in our diagnostic is tagged with an explicit evidence class. We separate observed facts from inferred relationships, ensuring zero arbitrary score penalties.
Directly Detected
Signals verified with 100% certainty directly from public HTTP response headers, robots.txt directives, HTML elements, or JSON-LD schema objects.
Typical Example:
meta robots='noindex', valid Organization schema, OAI-SearchBot disallow.
Deterministically Derived
Relationships derived through systematic correlation across observable signals, such as entity name mismatches between titles and structured data.
Typical Example:
Brand name in title tag differs from Organization schema legal name.
Signal Absent
Expected public readiness signals were evaluated, but no corresponding elements or directives were discovered on the page or domain root.
Typical Example:
No Article or Organization schema found on the analyzed URL.
Could Not Be Evaluated
Auxiliary resources (such as an XML sitemap or slow DNS endpoint) timed out or could not be fetched. Crucially, unavailable signals are never penalized as failures.
Typical Example:
Sitemap endpoint returned a timeout during auxiliary fetch.
Diagnostic Scope & Standards Disclaimer
This diagnostic audit is a ShubhDigi engineering estimate derived from publicly observable website signals. It does not represent Google, OpenAI, Microsoft Bing, Anthropic, or Perplexity ranking, indexing, or citation algorithms. No tool can guarantee automated AI search placement or inclusion.
The ShubhDigi Diagnostic &
Engineering Ecosystem.
No single scanner solves every digital challenge. We separate foundational technical web health from specialized AI search retrieval diagnostics so you get precise, actionable insights.
Website Growth Scanner
Audit Core Web Vitals signals, on-page SEO metadata, response security headers, and traditional search engine indexability.
AI Search Visibility Analyzer
Audit machine discoverability, AI crawler access rules, entity disambiguation, and direct passage extractability.
Technical SEO & Engineering
Professional engineering implementation for complex JSON-LD structured data, SSR hydration optimization, and crawl budget design.
Looking for broader search optimization? Explore our comprehensive SEO Services, deep-dive into Technical SEO Architecture, or run a diagnostic with the Website Growth Scanner.
Frequently Asked
Questions.
Clear, honest answers regarding AI search diagnostics, crawler mechanics, and official platform standards.
The AI Search Visibility Analyzer is a deterministic diagnostic tool that audits observable public website signals influencing how effectively modern search engines and AI assistants (such as ChatGPT Search, Google AI Overviews, and Perplexity) can crawl, interpret, extract, and cite your content. It focuses on technical crawlability, entity disambiguation, structured schemas, and direct passage answerability.
Diagnose your AI search readiness
in under 30 seconds.
Enter your public website address to receive an immediate, evidence-backed diagnostic report with prioritized technical fixes.