SITEAUD!TLINT CONSULTING
AI search readiness audit for AI Overviews and answer engines
Evaluate whether AI crawlers can access your site and whether your pages present clear, consistent, well-structured information that supports discovery and citation in AI-powered search. A consultant reviews crawler access, content structure, and entity signals, then gives you a prioritized improvement roadmap.
Fixed quote after a short scoping call. No retainer required.
Founder · Technical SEO Consultant
Developer of SiteAud!tLint
Last reviewed
- Observation
- Competitors are cited in AI answers for 14 of 20 priority questions. Your site is cited for none.
- Access check
- robots.txt blocks GPTBot and a CDN rule returns 403 to several AI user agents.
- Content check
- Your answers sit in long paragraphs with no clear question headings or direct summaries.
- Recommendation
- Decide crawler policy per agent, fix the CDN rule, and restructure eight priority pages with direct answers under question headings.
- Measure
- Crawler access in logs and citation checks for the 20 questions.
Signs you need an AI search readiness audit
- Competitors appear in AI Overviews or AI answers and you do not.
- You are unsure which AI crawlers your site allows or blocks.
- CDN or bot protection may be blocking AI user agents.
- Answers are buried in long pages without clear structure.
- Your brand, products, or people are described inconsistently.
- Leadership is asking about visibility in AI search.
What the AI search readiness audit covers
AI crawler access and robots.txt
Which AI user agents can reach your content.
- Rules for GPTBot, ClaudeBot, PerplexityBot, Google-Extended, and others
- Separate decisions for training versus search crawlers
- llms.txt presence and accuracy where used
HTTP responses and accessibility
Whether important pages respond correctly to AI crawlers.
- CDN, WAF, and bot protection blocks
- Status codes returned to AI user agents
- Content that requires JavaScript to appear
Content structure and direct answers
Whether pages are easy to extract and cite.
- Descriptive, question-style headings
- Direct answers near the top of sections
- Lists, tables, and definitions
Entity consistency and structured data
Whether your organization, products, and people are described consistently.
- Organization, Person, and Product entities
- sameAs and @id connections
- Consistent naming across pages
Internal linking and source discoverability
Whether authoritative pages are easy to find.
- Links to primary source and expert pages
- Orphaned explainers and research
- Freshness and update signals
Coverage of conversational questions
Whether you answer what people ask AI assistants.
- Question coverage for priority topics
- Comparison and recommendation queries
- Gaps where competitors are cited
Patterns we trace to a single cause
Blocked by infrastructure, not policy
Bot protection often blocks AI crawlers even when robots.txt allows them.
Answers buried in prose
Pages with no question headings or summaries are harder to extract and cite.
Inconsistent entities
Different names and descriptions across pages weaken how systems understand your brand.
Everything blocked by default
Blanket blocks can remove you from AI search experiences you actually want.
How the audit works
Scope the audit
We confirm goals, priority pages or sections, and recent changes that shape where to look first.
Collect evidence
We crawl the site and review Search Console, analytics, and other data you share.
Group by pattern
Issues are grouped by template, section, or URL pattern instead of listed one URL at a time.
Trace root causes
Each pattern is traced to the setting, template, or process that produces it.
Prioritize and validate
Fixes are ranked by impact, reach, and effort, and rechecked after release when validation is in scope.
What you receive
AI search readiness report
Findings across all six areas with evidence.
Crawler access findings
Agent-by-agent access status and recommended policy.
Content and structural recommendations
Page changes for priority topics.
Prioritized roadmap
Improvements ranked by value and effort.
Citation baseline
A documented check of priority questions to compare against later.
What we need from you
- Google Search Console access
- robots.txt and CDN or WAF settings
- Priority topics and questions
- Server logs (optional, shows AI crawler activity)
Who this audit is for
A good fit if
- AI search visibility is a stated goal
- You are unsure what AI crawlers can access
- Competitors are cited and you are not
- You publish expertise that should be cited
Included vs. optional
- Core: all six areas above
- Optional: recurring citation tracking
- Separate: content writing and restructuring
- Separate: full structured data audit
AI Search Readiness Audit vs. other SEO services
Quoted to your scope.
Pick the engagement closest to what you need, tell us about your site, and you get a fixed quote after a short scoping call.
Questions, answered.
What is an AI search readiness audit?
It checks whether AI crawlers can access your site and whether your content is clear, consistent, and well structured enough to support discovery and citation in AI-powered search.
Can you guarantee citations in AI answers?
No. Inclusion and citation in AI-generated answers cannot be guaranteed. The audit assesses readiness and the signals within your control.
Should we block AI crawlers?
It depends on your goals. Some crawlers collect training data and others power search experiences. We help you decide per agent.
Do we need llms.txt?
It is optional and not a confirmed ranking or citation factor. We review it if you use it and advise based on your goals.
How is this different from SEO?
Most of it builds on SEO fundamentals: crawlability, clear content, and entities. It adds AI crawler access and answer-focused structure.
How long does it take?
Most audits are delivered within one to three weeks.
Get a clear, prioritized plan
Send your website URL and what you are investigating, and we will scope an AI search readiness audit around your goals.