What is an AEO readiness score?

An AEO readiness score measures how completely AI answer engines can discover, read, and trust your product data. Inriver scores it across five dimensions: AI visibility, content depth, message consistency, third-party signals, and structured data.

Do I need to answer a questionnaire to get my score?

No. Fill in the short form on this page and Inriver does the rest. We measure your public product data against live AI answers and send you a branded AEO readiness report, with every score backed by evidence.

How is AEO different from SEO for product pages?

SEO earns a ranking in a list of links; AEO earns a place inside the answer itself. Answer engines rely less on keywords and backlinks and more on schema markup, complete attribute fields, and facts that match across every channel.

What does the AEO readiness report include?

You get two scores per dimension: a confirmed floor, based on what Inriver measured against live AI answers and your public product data, and an assessed ceiling, what is achievable once the gaps are closed.

How are the floor and ceiling calculated?

The floor is built from two live checks: what leading AI assistants answer when asked about your brand and products, and the structured data our crawler can read on your site and distributor pages. AI answers vary between runs, so we query each one several times and report the average. Some enterprise sites block automated crawls. When that happens, we note it in your report and assess structured data from public sources instead, which can understate what you already have in place. The ceiling is an assessment, not a forecast. It shows what the dimension could reach if the gaps in your report are closed, based on how AI assistants weight each signal today. Actual results depend on your implementation and on how AI models change.

Get your AEO Readiness Report

Inriver tests what AI assistants say about your products, audits your data across five dimensions, and sends a score measured against live AI answers with a fix for each gap.

Every product tells two stories

What a customer sees

Brand story, photography, and persuasive copy written to move a person.

What AI reads

Schema markup, attribute fields, and technical specifications written to be parsed by a machine.

When the two disagree about the same product, AI treats it as a trust problem and leaves you out of the answer. Answer engine optimization (AEO) readiness is how completely AI answer engines can discover, read, and trust your product data.

The five dimensions of AEO readiness

AI visibility. How easily AI search and answer engines discover, understand, and cite your brand.
Content depth. Whether your content answers buyers’ questions fully enough to be quoted as the authority.
Message consistency. Whether your brand, expertise, and key claims match everywhere they appear.
Third-party signals. The credibility you earn from mentions, links, and reviews on trusted external sources.
Structured data. How much of what you already know about your products is visible to a machine. The other four depend on it, and this is usually where the gap is widest.

How your AEO Readiness Report is created

Live verification. Inriver tests what AI assistants say about your brand and products, crawls your product pages for schema, and audits your distributor pages and third-party coverage. Every score rests on evidence we found.
Two numbers per dimension. A confirmed floor, backed by what Inriver measured against live AI answers, and an assessed ceiling. The distance between them is your addressable upside.
What your presence can reach once the gaps are closed.

Frequently asked questions

The floor is built from two live checks: what leading AI assistants answer when asked about your brand and products, and the structured data our crawler can read on your site and distributor pages. AI answers vary between runs, so we query each one several times and report the average. Some enterprise sites block automated crawls. When that happens, we note it in your report and assess structured data from public sources instead, which can understate what you already have in place.
The ceiling is an assessment, not a forecast. It shows what the dimension could reach if the gaps in your report are closed, based on how AI assistants weight each signal today. Actual results depend on your implementation and on how AI models change.

Request Your Report

Your AEO Readiness report arrives within two business days.

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