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Generative Engine Optimization

The Answer Is on the Page. The AI Cited Someone Else.

ChatGPT, Perplexity, and Google's AI Overviews answer your buyers' questions before they ever reach a link. ContentVitals checks whether your content is structured to be read, quoted, and cited by AI answer engines — and generates the fixes.

Structured data · llms.txt · Answer-shaped content · Ready-to-ship fixes

AI Search Readiness2 GAPS
Readiness score72%

Preview of your AI readiness report

Structured data (JSON-LD)Valid
llms.txt presentMissing
Markdown-extractablePasses
Answer-shaped contentPartial
Canonical & clean HTMLPasses
Fix generatedllms.txt + schema · Copy & ship
The Problem

AI Answers Are Eating Your Clicks

Search is shifting from a list of links to a synthesized answer. If an AI engine can't cleanly read and quote your page, it cites a competitor instead — and the click never happens.

Zero-click answers replace the visit

When an AI Overview or chatbot answers the question inline, the searcher never clicks through. Your page can rank and still get no traffic — the citation went to whoever was easiest to quote.

Unstructured pages are hard for AI to quote

No structured data, no llms.txt, buried answers, JavaScript-rendered content — each one makes it harder for an AI engine to extract a clean, quotable fact from your page.

You can't see how AI reads your site

Classic SEO tools measure rankings, not AI-readability. There's no dashboard telling you which pages an answer engine can actually parse, cite, and trust — so the gap stays invisible.

The Solution

Make Every Page Citable.

ContentVitals audits your content the way an AI engine reads it — structure, schema, and clarity — then hands you the fixes that make your pages the easy thing to cite.

Agentic Readiness Checks (Coming Soon)

Scans each page for the signals AI engines rely on — valid structured data, an llms.txt, clean markdown-extractable content, and canonical HTML — and flags exactly what's missing.

Schema That AI Engines Read (Coming Soon)

Structured data is how machines understand your content. The Schema Markup Agent generates valid JSON-LD for each page so answer engines and rich results have something concrete to cite.

Answer-Shaped Content, Guideline-Aware

The Content Review Agent reads each page against your guidelines and reshapes it toward clear, quotable answers — direct definitions, structured lists, and self-contained facts an engine can lift cleanly.

Agent Reports

From Diagnosis to Fix in Seconds

Every report includes a ready-to-use coding prompt. Copy, paste, fix. No interpretation required.

/blog/remote-team-management-guide
OUTDATEDHIGH
3,820 monthly impressions · Pos. 6.2

Issue Detected

References "post-pandemic remote work trends" with 2023 statistics. Cites discontinued tools (Loom free plan, old Slack pricing). 3 broken outbound links detected.

Ready-to-Use Fix Prompt

Update this remote team management guide: replace 2023 workforce statistics with current data, remove references to discontinued Loom free tier, update Slack pricing to current plans, fix 3 broken outbound links (see report for URLs), and refresh the "tools we recommend" section. Keep the actionable, manager-friendly tone throughout.

Get Started — View Your Reports
/guides/product-comparison-crm
OUTDATEDMEDIUM
5,140 monthly impressions · Pos. 4.8

Issue Detected

Missing Product and FAQ schema markup — eligible for rich snippets but not earning them. Comparison table lacks structured data for 4 products reviewed.

Ready-to-Use Fix Prompt

Add JSON-LD structured data to this CRM comparison guide: include Product schema for each of the 4 CRMs reviewed (name, description, price range, rating), add FAQ schema for the 6 questions in the FAQ section, and add BreadcrumbList schema. Ensure all schema validates against schema.org specs.

Get Started — View Your Reports
Impact

Be the Source AI Engines Quote

AI search visibility is won the same way rich results are — with structure and clarity a machine can trust. ContentVitals finds the gaps and generates the fixes.

Readiness

Scored per page (coming soon)

JSON-LD

Generated for machines to parse (soon)

llms.txt

Guidance AI crawlers look for

Whole-site

Every page checked for AI-readability

New to AI-readable content? Read the agentic readiness guide, or run a schema markup audit to start with structured data.

Pricing

Simple, Transparent Pricing

One plan. Everything included. No per-seat nonsense.

Free during closed beta — no credit card required

Free During Beta
ContentVitals
$0/moBeta

$49/mo at launch · locked in for beta users

1

Site

250

Pages

100+

Runs/mo

  • Content Review Agent
  • Exploratory Research Agent
  • GSC integration (required)
  • GA4 integration (optional)
  • Bing Webmaster Tools (optional)
  • Auto-generated guidelines (14 types)
  • Per-run cost transparency
  • Coding prompts for every recommendation

Coming soon

Weekly BriefContent GapsInternal LinkingArticle WriterCannibalizationCTR OptimizerSchema Markup
Join the Beta

Stop Guessing. Start Monitoring.

Join the invite-only beta and let AI agents keep your content alive, accurate, and growing — while you focus on what matters.

No credit card required · Invite-only · GSC required · GA4 & Bing optional

1
Connect Google Search Console
2
Guidelines auto-generated
3
First agent report in minutes