Answer Engine Optimization · MVP

See your store the way an AI agent sees it.

Paste a domain or product URL. We probe /.well-known/ucpfor the Universal Commerce Protocol manifest, validate capabilities, signing keys and payment handlers, scrape your product page for structured data, then ask three frontier models — cold, with no link to your page — whether they recommend you in a real category query. You get an AEO Score with copy-pastable fix snippets — and the only cross-agent visibility view that doesn't belong to a platform that ranks you.

Try:

1 · Probe

We GET /.well-known/ucp on your origin, validate the manifest against the UCP schema, and inspect services, capabilities, payment handlers and signing keys.

2 · Score

Two structural layers. Protocol checks (manifest + capabilities + extensions + JWKs) and content checks (Product JSON-LD, OG tags, identifiers, ratings, agent crawl headers).

3 · Identify (RAG)

Three frontier models read what an agent would discover from your page and tell you whether they could confidently identify and transact with your store.

4 · Visibility (recall)

Same three models, this time asked a category query cold — no link to your page. Did your brand surface in their top picks? Cross-agent recall is the signal no single platform can give you.

Why AEO, why now

SEO optimized for crawlers reading HTML. AEO optimizes for agents answering shopping queries. The window to claim the category is now — before Shopify internalizes single-platform UCP checks, build the cross-agent visibility view (ChatGPT Shopping, Perplexity, Claude, Rufus, Gemini) that no platform has any reason to build for you.