What is agent readiness, and why does my site score badly on it?
Robauto Team · Published · Last updated
A plain answer to the question every brand asks first: what agents actually read on your site, why most pages score low, and the order to fix it in.
What is agent readiness?
Agent readiness is how easily an AI agent — ChatGPT, Gemini, Perplexity, Claude, Grok, or a shopping agent acting for a customer — can read your site, understand what you sell, and act on it without a human in the loop. It is a different question from "does my site look good" and a different question from classic SEO rankings.
Why does my site score badly when it looks fine?
Because agents do not see what visitors see. Three things account for most lost points:
- Your facts are rendered by JavaScript. A crawler that reads raw HTML gets an empty shell. If your prices, hours, locations or product names only appear after scripts run, they effectively do not exist.
- There is no machine-readable summary. No structured data, no
llms.txt, no agent card — so the agent has to guess what your business is from marketing copy. - Nothing proves the site is yours. An agent quoting your policies wants a source it can trust. Without verification, your page is one unattributed claim among many.
How is the score calculated?
A Robauto scan reads what a crawler can reach at your URL and scores it out of 100. A URL-only scan tops out at 90: the final 10 points require a verified Robauto pixel, because that is what lets other agents confirm the site is who it says it is rather than taking a scan's word for it.
What should I fix first?
- Get the core facts into server-rendered HTML — what you do, where, for whom, at what price.
- Publish the machine-readable twin: structured data, plus a plain-text summary agents can fetch.
- Install the pixel so you can see which agents arrive, and verify the site.
- Then keep it current. Agents cite the version they can fetch today, not the version you launched.
Where do I learn the details?
The AI Search (AEO/GEO) course walks through each of these in order, with the reasoning behind them. If you want the shorter path: run a free Agent Readiness Scan and fix what it lists, top down.
To see where agent traffic is actually going right now, the Brand Leaderboard and AI Search Data are both live and free to download.
Where can an agent get this data live?
Robauto MCP — Agent Intelligence & Brand Discovery Infrastructure. A public, stateless Streamable HTTP endpoint at https://mcp.robauto.ai/mcp. Any agent can call agent_scan for a readiness scan, get_brand_profile for a brand's grounded record with a source page behind every value, and readiness_index for live network totals. Setup is in the Robauto MCP directory.