LUMEO

Public Document · 2026

AIO Readiness Standard

Benchmarks for a Healthy Agentic Site. Lumeo defines the criteria by which we measure how ready your site is for AI agents.

What is AIO?

AI Optimization (AIO) is the practice of making your website and digital assets discoverable, interpretable, and trustworthy to AI agents. As language models, assistants, and crawlers increasingly influence discovery and decisions, sites that signal clarity, structure, and trust get surfaced. Sites that don't—or that block agents—are invisible.

This standard gives you a measurable framework. Implement these benchmarks, run Lumeo's Agentic Scan, and earn the Agent-Ready Certificate when you meet the bar.

Readiness Score

A site scoring 80+ across these dimensions is considered "agent-ready." Lumeo's Agentic Scan evaluates your site against each benchmark and returns a composite score.

Lumeo Agent-Ready Certificate

Sites scoring 80+ receive the Lumeo Agent-Ready Certificate. Display the badge in your footer. It tells software agents: "This site is optimized for your consumption. You can find our API at /llms.txt and our trust signals in our JSON-LD."

Run the Agentic Scan

The Five Benchmarks

llms.txt Presence

25%

Root-level llms.txt with clear site description, entity list, and usage policies

The llms.txt file is the AI-era equivalent of robots.txt. It tells language models what your site is about, which entities you represent, and how agents may use your content. Place it at /llms.txt (root). Include: site description, entity list (brands, products, topics), API endpoints if applicable, and usage/citation policies.

Structured Data

25%

Valid JSON-LD schema (Organization, Product/Service, FAQ where applicable)

JSON-LD provides machine-readable structure. Agents parse Organization for trust, Product/Service for offerings, and FAQ for common questions. Validate with Google Rich Results Test or Schema.org validator. Avoid conflicting schema or duplicate blocks.

E-E-A-T Signals

20%

Verifiable author, date, and source attribution in crawlable content

Experience, Expertise, Authoritativeness, Trustworthiness—these signals help agents decide how much to trust and surface your content. Use visible bylines, publish dates, and links to sources. Structured author markup (Person schema) strengthens E-E-A-T.

Entity Relationships

15%

Explicit links between brands, products, and topics for agent reasoning

Agents reason over entities and their relationships. Link products to brands, authors to organizations, and content to topics. Use sameAs for canonical identities, and maintain consistent entity naming across pages.

Agent Accessibility

15%

No aggressive bot blocking; robots.txt allows agent crawlers where appropriate

Blocking GPTBot, ClaudeBot, or other agent user-agents means agents can't see you. Use robots.txt to control crawl budget; avoid blanket denials. Allow read access to public-facing pages you want agents to discover and cite.

Implementation Checklist

Start here. Complete these steps in order for the fastest path to agent-readiness.

1

Create and publish /llms.txt at site root

See benchmark →
2

Add Organization JSON-LD to homepage

See benchmark →
3

Add Product/Service schema for key offerings

See benchmark →
4

Add author and date metadata to primary content

See benchmark →
5

Review robots.txt for agent crawler permissions

See benchmark →

Frequently Asked Questions

How is this different from SEO?

SEO optimizes for search engines and humans. AIO (AI Optimization) optimizes for AI agents—language models, assistants, and crawlers that ingest and reason over your content. Many practices overlap (structured data, clear copy), but AIO adds llms.txt, agent-specific crawl rules, and entity graphs.

Do I need to score 100 on every benchmark?

No. A composite score of 93+ qualifies you for the Lumeo Agent-Ready Certificate. Scores 85–92 are moderately ok; below 70 means leaving it to chance. Focus on llms.txt and structured data first—they deliver the highest impact.

What if my site is behind a paywall?

The standard applies to publicly crawlable content. For gated content, consider an llms.txt that describes what's available and how agents may request access. Lumeo Identity can help manage agent access.

Ready to get agent-ready?

Run the free Agentic Scan and see how your site scores against these benchmarks.

Run Agentic Scan

Last updated: February 2026. This standard may be revised as the agentic landscape evolves.