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Documentation Index

Fetch the complete documentation index at: https://docs.cognerd.in/llms.txt

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An Answer Engine Optimization (AEO) report is a comprehensive audit of how well your brand’s web presence is structured for AI discovery. It goes beyond your visibility score to examine the specific signals — structured data, schema markup, content coverage, and optimization gaps — that determine whether AI platforms can confidently represent your brand in their answers. Running an AEO report gives you a prioritized list of fixes, not just a diagnosis.
1

Go to Diagnostics

In the left sidebar, click Diagnostics, or navigate to /dashboard/diagnostics.
2

Start the AEO audit

Click Run AEO Report. CogNerd will confirm the action since this operation costs 50 credits.
The AEO report costs 50 credits per run. This is the most credit-intensive operation in CogNerd because it performs a deep audit across multiple dimensions of your brand’s web presence. Make sure you have sufficient credits before proceeding.
3

Wait for the audit to complete

The audit runs for several minutes. During this time, CogNerd analyzes four areas of your brand’s web presence:
  • Structured content coverage — whether your key pages have content AI can parse and cite
  • Unstructured content coverage — how well your general web content represents your brand’s topics and entities
  • Schema markup validity — whether your JSON-LD and other structured data is correctly implemented and complete
  • Optimization opportunities — gaps where targeted improvements would have the highest visibility impact
You don’t need to stay on the page while the audit runs. Navigate away if you like and come back when it’s done.
4

Review your AEO readiness score

At the top of your report, you’ll see your AEO Readiness Score — a number from 0 to 100 that represents how well-optimized your brand’s web presence is for AI answer engines. Higher scores correlate with more consistent and accurate brand representation in AI-generated answers.Below the score, you’ll find:
  • Executive summary — a plain-language overview of your brand’s current AEO posture
  • Diagnostic groups — organized sections covering each audit area, each containing individual checks marked as pass, fail, or warning
  • Fix suggestions — specific, actionable recommendations attached to every failed or warning check
Diagnostic groups make it easy to hand off specific areas to the right team member — for example, the schema markup section to a developer, and the content coverage section to a content writer.
5

Export the report as PDF

Click Export PDF to download a formatted version of the full report. The PDF is formatted for sharing — suitable for presenting findings to a team, a client, or stakeholders who don’t have CogNerd access.
Work through the failing checks before the warning checks. Failures represent missing or broken signals that AI platforms actively can’t use; warnings represent opportunities to strengthen signals that are partially in place.
Run an AEO report again after you’ve addressed a batch of diagnostic items to see how your score changes. Most teams see score improvements within 2–4 weeks of acting on high-priority recommendations.

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Common fixes after an AEO report

If the schema checks fail, deploy the JSON-LD files generated by the GEO Assets pipeline. CogNerd generates organization.jsonld, website.jsonld, and site.jsonld that are pre-validated and ready to embed.
Add an FAQ section, feature descriptions, or a clearly structured About page to pages that are flagged. Structured content — headings, lists, defined terms — is easier for AI to parse and cite.
Publish more content that links your brand to the topics and entities you want to be known for. Use Content Studio to generate optimized blog posts targeting those gaps.
If llms.txt is flagged as absent, generate it via the GEO Assets pipeline and deploy it to your domain root. This is typically one of the highest-impact single fixes you can make.