Product

AIEO is a tool for understanding how your website performs in search and AI answers — and what you can do about it, with evidence. It is currently in development.

What AIEO does

  1. 01

    Technical checks

    Rule-based checks of crawlability, page structure and metadata, each finding tied to a documented rule with evidence.

  2. 02

    AI visibility observations

    Sampled observations of how AI assistants answer questions in your domain, with sample sizes, conditions and failure handling reported openly.

  3. 03

    Suggestions with rationale

    Recommendations explain why a change is suggested and where it applies, so your team keeps the final judgment.

  4. 04

    Interfaces for agents

    A planned MCP interface and Skills workflows so AI clients can read reports and follow your change process — under your control.

What AIEO does not do

  • No guaranteed rankings or guaranteed AI recommendations — nobody can promise those.
  • No hidden content or tricks aimed at manipulating AI answers.
  • No opaque single score that mixes technical, content and observation data.
  • No autonomous changes to your website — suggestions stop at your approval.

The same loop as the guides

The product is built around the loop the guides teach: check the basics, find specific issues, make improvements, compare over time.

  1. 01

    Check the basics

  2. 02

    Find specific issues

  3. 03

    Make improvements

  4. 04

    Compare over time

What exists today, and what is planned

Each item below is labeled with its actual status. Planned features are described on the roadmap; they are not available yet.

  • Beta — on this siteSingle-page technical check (beta): robots, title, canonical, headings, served HTML
  • Beta — on this siteBounded site check (beta): up to 8 pages from the sitemap, with cross-page duplicate detection
  • Available on this siteTask-based bilingual guides (SEO, AIEO/GEO, AI crawlers, MCP & Skills)
  • Available on this siteFull-text search across all published guides
  • Available on this siteMarkdown versions and llms.txt for tools
  • Available on this siteDocs MCP server for AI clients (docs content only)
  • Sample demoInteractive sample report with four views
  • PlannedTechnical checks and crawl diagnostics
  • PlannedAI visibility observations and diagnostics
  • PlannedOptimization suggestions with rationale
  • PlannedMCP interface for AI clients
  • PlannedSkills workflows for agents

See the shape of a report now

The interactive demo uses fixed sample data on a fictitious site to show the four report views: overview, technical checks, content & evidence, and AI answer observations.

Current stage

The knowledge base and the interactive demo are available today. The hosted product — technical checks, AI visibility observations, and agent interfaces — is in development. Join the waitlist to be notified when a private beta opens.