COMING SOON · WAITLIST OPEN

We help AI agents make better shopping decisions.

Product.ai is the verification layer for commerce.

We’re building an MCP server and a REST API so sellers, marketplaces, and AI agents can validate product claims with our commerce verification engine.

Join the MCP waitlist Join the API waitlist

One verified verdict, two readers: a person gets the plain-language no; an AI agent gets the same verdict as structured JSON over MCP.

ONE VERDICT, TWO READERS checked Aug 2026

HUMAN CARD · AS A PERSON READS IT

you asked: are the glowritual radiance drops worth $54?

A confident no

Skip the GlowRitual Radiance Drops.

Names the ingredient, never the amount

dose arithmetic

3 truths · checked Aug 2026

MACHINE BLOCK · AS AN AGENT READS IT

{
  "verdict": "Skip the GlowRitual Radiance Drops.",
  "confidence_words": "a confident no",
  "truths": 3,
  "receipts": "checked Aug 2026"
}

How agents will connect to verified commerce

MCP server

AI assistants will read our verified verdicts through an MCP server, the standard connector between assistants and outside sources.

REST API

Developers who want the same verified verdicts in production will pull them over a plain REST API.

JSON

Every answer arrives as structured JSON, so an agent can parse the claims, sources, and confidence scores without scraping a web page.

Join the waitlist

Pick the MCP server, the REST API, or both. We’ll email you when it opens.

Which are you waiting for?

Pick one or both.

MCP serverFor assistants and agents that connect over MCP REST APIFor code that pulls verdicts as JSON

Where we’ll reach you.

What would you build? (optional)

A sentence is plenty.

How did you find us? (optional) Choose one, if you like Pick a card. Tap it again to clear it.

An essay or post by Michael Quoc Hacker News, Reddit or a Discord Google AI Search (ChatGPT, Claude, etc.) A friend or colleague Somewhere else

We handle your email and note under Product.ai’s Privacy Policy.

One email when your list opens. Nothing else.

Agent View · application/ld+json

{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@id": "https://product.ai/#organization"
    },
    {
      "@type": "WebPage",
      "@id": "https://product.ai/developers/#webpage",
      "name": "Product.ai for AI agents | MCP and API waitlist",
      "description": "We’re building an MCP server and a REST API so sellers, marketplaces, and AI agents can validate product claims with our commerce verification engine. Join the waitlist and we’ll send one email when it opens.",
      "url": "https://product.ai/developers/",
      "isPartOf": {
        "@id": "https://product.ai/#website"
      },
      "about": {
        "@id": "https://product.ai/#organization"
      },
      "publisher": {
        "@id": "https://product.ai/#organization"
      }
    },
    {
      "@type": "BreadcrumbList",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Product.ai",
          "item": "https://product.ai"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "For Agents",
          "item": "https://product.ai/developers/"
        }
      ]
    }
  ]
}