SEOVentra
Claude API · 6-dimension analysis

AI search is reading
your site right now.
Are you ready?

SEOVentra scores your content across 6 AI discoverability dimensions using the Claude API — then gives you a prioritised fix list to increase your citation probability in ChatGPT, Perplexity, Gemini, and more.

Free to run 5 AI engines scored Actionable fix list
AI VISIBILITY · seoventra.com/blog/ai-seo-2026
Citation Probability
58/ 100+32 pts possible
58
LLM Readability88
Content Structure94
Schema Coverage47
Entity Clarity71
FAQ Coverage23
Content Freshness82
CChatGPT
PPerplexity
GGemini
GAGoogle AI Mode
BBing Copilot

Sample output · Your real scores may vary

6
AI scoring dimensions
5
AI engines analysed
100%
Claude API powered
Free
To run first audit
6 dimensions

What we actually measure.

Not a generic readability check. Each dimension is reverse-engineered from how AI engines actually select, parse, and cite content.

📖20%
LLM Readability

Sentence complexity, structural clarity, and content density optimised for AI parser accessibility — not a generic readability metric.

🏷18%
Entity Clarity

Named entity recognition, relationship mapping, disambiguation signals. Helps AI engines extract and cite your content accurately.

📐18%
Content Structure

Heading hierarchy, answer-format paragraphs, question-style H2s, content depth and breadth scoring.

🧩20%
Schema Coverage

FAQPage, Article, Author, Organization, BreadcrumbList — scored for completeness against AI citation requirements.

📅12%
Content Freshness

dateModified accuracy, temporal language signals, and recency markers. AI engines prefer recently verified content for citation.

📎12%
Citation Probability

Weighted composite of all dimensions, calibrated per AI engine. Gives you the probability your page will be cited in a response.

5 engines

One score per engine.
Different signals for each.

C
ChatGPT
GPT-4o citation preferences — structured answers, authoritative sources
Scored separately
P
Perplexity
Real-time web citations — freshness, factual density, direct answers
Scored separately
G
Gemini
Google multimodal — E-E-A-T signals, schema, structured data
Scored separately
GA
Google AI Mode
AI Overviews — authority signals, FAQ schema, question-format headings
Scored separately
B
Bing Copilot
Bing-based citations — IndexNow freshness, Bing Webmaster signals
Scored separately
Fix list

Not just a score.
A ranked fix list.

Every issue comes with a specific, implementable fix — sorted by score impact. You know exactly what to do and in what order. No vague "improve your content" advice.

Sorted by score gain
Specific implementation instructions
Critical / Warning / Info severity
Per-URL and per-site views
AI Visibility Fix List — seoventra.com/blog
critNo FAQPage schema+12 pts
Add FAQPage JSON-LD with 3–5 question/answer pairs matching your H2 headings
critNo Author schema+9 pts
Add Person schema with name, jobTitle, and URL — critical for E-E-A-T
warnNo question-format H2s+7 pts
Rewrite at least 3 H2 headings as natural questions your audience searches for
warnNo llms.txt file+8 pts
Create /llms.txt listing your key content pages with descriptions for AI crawlers
warnLow entity density+6 pts
Add named entity references (people, companies, products) with surrounding context
infoStale dateModified+5 pts
Update dateModified in your Article schema when content is refreshed, not just published
FAQ
What is AI Visibility scoring?

AI Visibility scoring measures how well your website content is optimised to be found, understood, and cited by AI-powered search engines like ChatGPT, Perplexity, and Gemini. SEOVentra analyses 6 dimensions using the Claude API and returns a 0–100 score per dimension with actionable fixes.

What is GEO (Generative Engine Optimization)?

GEO stands for Generative Engine Optimization — the practice of structuring your content so AI language models can accurately understand, retrieve, and cite it in AI-generated responses. It includes schema markup, entity clarity, FAQ structure, and direct answer formatting.

How is the citation probability score calculated?

The citation probability score is a weighted composite of all 6 AI visibility dimensions, calibrated against known citation preferences of each AI engine. SEOVentra uses the Claude API to analyse your content and returns per-engine scores for all 5 supported engines.

What is llms.txt and why does it matter?

llms.txt is a standard file (similar to robots.txt) that tells AI language models which content on your site to prioritise for training and citation. Having a well-structured llms.txt file is one of the highest-impact steps for improving AI citation probability.

Know your AI score.
Close the gaps.

Free to start. Run your first AI visibility analysis and see exactly where you stand against AI search engines today.

◉ Score My Site — FreeCompare vs competitors