What we measure, and how it's read.
On the AEO side we assess whether AI crawlers can reach, parse and cite your content, and whether your public answers match the questions models are actually asked.
On the ACO side we assess whether your product data, feeds and commerce infrastructure are accessible and interpretable by agents that browse, compare and buy on a user's behalf.
Structured data completeness, entity clarity, crawler access rules and feed accuracy are each scored, then weighted into a single readiness number.
The score arrives as a prioritised roadmap — what to fix, in what order, and what each fix is expected to unlock.
Stage: Quantify.
Agentic Readiness Score is the baseline measurement in the Quantify stage — the starting number every other QUEEN stage works from.
See the full QUEEN framework →You're losing revenue to AI you can't see.
Agents do not wait for a site to get its act together. If your product data is unreadable or your pages cannot be cited, the agent quietly recommends whoever is readable instead — permission and feed work is what decides whether you show up at all.
Readiness is the one part of AI visibility fully inside your control — which makes it the fastest place to recover selection.
Agentic Readiness Score, answered.
↳ What is an Agentic Readiness Score?
It is a score measuring how ready your brand is to be selected by autonomous AI agents, covering both AEO — how you're found and cited in AI answers — and ACO — how you're discovered and recommended by AI shopping agents.
↳ How do I get ready for AI search and agentic commerce?
Start with a measured baseline. MARK assesses your Agentic Readiness Score and returns a prioritised roadmap across both AEO and ACO, so you know exactly what to fix and in what order rather than guessing.
↳ What's the difference between AEO and ACO?
AEO — AI Engine Optimisation — is about how your brand is found, understood and cited inside AI-generated answers. ACO — Agentic Commerce Optimisation — is about how your products are discovered, compared and recommended by AI shopping agents that transact on a user's behalf.
↳ Is the Agentic Readiness audit free?
Yes — the initial audit is free and delivered by email within minutes. Brands that need continuous visibility move to ongoing monitoring, where the score is tracked and the roadmap updated as AI models change.
Get your Agentic Readiness Score — free.
Get your Agentic Readiness Score — freeHow often your brand is recommended versus competitors and interceptors in your category, refreshed monthly.
Machine Preference Index measures how often your brand surfaces.
How AI shopping agents actually experience your site — and a competitor's — and where it breaks.
What AI models actually believe about your brand — not just whether they recommend it.
Continuous monitoring of the data and content feeds AI models pull from, so drift never silently breaks visibility.