The retailer evaluating your product this week will never see your outbound. They asked ChatGPT which tools handle their use case, asked Perplexity to compare the shortlist, and asked their agency who they'd actually implement.
Most commerce technology companies have no data on any of it. Not because they're behind, because until now there's been no way to measure it.That's what this assessment does. It gives you a baseline across discovery, evaluation and adoption, a score, and a prioritised list of what to fix.
We score you the way a retailer, their AI engine, and their agency actually check you out, before a sales call ever happens.
Whether AI recommends you. Prompt-level measurement of how engines describe and recommend you in your category, against named competitors, on the buying prompts retailers actually ask.
Whether you hold up when checked. Docs, integration proof and entity clarity, assessed the way a retailer's developer and their agency would check them before recommending you.
Whether implementation is easy. Where onboarding stalls, what agencies hit when they try to implement you, and which fixes cut time-to-value fastest.
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We measure discoveryTracked prompts across the AI engines retailers use, scored against named competitors in your category.
We check evaluation and adoption.Docs, integration proof and entity presence get checked the way a retailer's developer and agency would check them. We map where onboarding stalls.
You get the report and the session.A written report plus a working session to walk through the backlog together. Take it to your own team, or run it through us.
Typically 2-3 weeks from kickoff to delivery. Nothing we do touches your live product.
Fixed price, confirmed before we start. No hourly billing, no surprises.
Platforms, apps and commerce technology companies selling into retailers and ecommerce brands.
Selling directly to consumers through your own store instead? You want the Agentic Commerce Assessment.
Platforms, apps and commerce technology companies selling into retailers and ecommerce brands. If you're a brand selling products through your own store, the Agentic Commerce Assessment is your version.
Three things: how retailers and their AI engines discover you (prompt-level visibility against named competitors), how you hold up when evaluated (docs, integration proof, entity clarity, pricing signals), and where adoption friction stalls implementations.
he AI Visibility Assessment measures one lens: how AI engines describe and recommend you. This assessment adds the evaluation and adoption lenses, built specifically for technology companies whose buyers are retailers, developers and agencies.
Yes, fixed price, confirmed before we start. The backlog is yours to keep, whoever executes it.
Typically 2-3 weeks end to end. A written report plus a working session to walk through it together. Nothing we do touches your live store.