Is agent readiness the same as SEO?

No. SEO measures how Googlebot ranks pages for human searchers. Agent readiness measures whether AI agents can use pages on behalf of automated clients. Different audience, different rubric. Most sites pass SEO and fail agent readiness because they were built before agents mattered.

Do I need to do anything for agents that I am not already doing for SEO?

Yes, three things in particular. Allow named AI agents in robots.txt, publish /llms.txt, and ensure primary content is server-rendered. The first two have no SEO equivalent; the third is good for SEO too but matters more for agents.

What is AI agent readiness?

The agent-era equivalent of mobile-readiness or accessibility, and why most sites fail.

Agent readiness is whether AI agents (ChatGPT, Claude, Perplexity, Operator, named crawlers like GPTBot and ClaudeBot) can discover, read, understand, and act on a website. It’s the agent-era equivalent of mobile-readiness or accessibility: a property of the site that determines whether an automated client can use it as effectively as a human can.

Five capabilities

AgentSpeed scores agent readiness across five sub-categories. They’re ordered by what an agent does, in sequence, when it first encounters a site:

Discoverability. Can an agent find your canonical pages? robots.txt allows known agent UAs; llms.txt points at docs and pricing; sitemap.xml lists URLs.
Readability. Can an agent parse the page without executing JavaScript? Primary content renders server-side; the page is useful with JS disabled.
Structured data. Are JSON-LD blocks present and valid? Agents prefer typed data to inferred prose.
Actionability. Can an agent identify the primary offering and complete the task? Pricing, CTAs, and agent-callable tools are reachable.
Performance. Does the page render fast enough that agents don’t time out? Most agents abort at six seconds.

Why now?

A growing share of web traffic comes from agents acting on behalf of users. ChatGPT’s browse mode, Perplexity’s search, Claude’s research mode, and the agentic runtimes built on top of MCP all read pages programmatically. A site optimised purely for humans loses citations to one optimised for both.

How is it different from SEO?

Different audience, different rubric. SEO measures how Googlebot ranks pages for human searchers. Agent readiness measures whether AI agents can use pages on behalf of automated clients. Most sites pass SEO and fail agent readiness, because they were built before agents mattered. Running both audits is the sensible move.