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When ChatGPT, Gemini, or Google's AI Overviews describe your products, they get it right and they name you.

AI visibility

An answer engine reads you, and names you

ChatGPT, Gemini and Google's AI Overviews decide who to recommend, and today you have no way to measure where you stand. Enterspeed gives them product facts that match your pages.

TodayWith Enterspeed
The search resultA blue link. Title and snippet, nothing else
The search resultPrice, availability and a rating, read straight from markup that matches the page
Structured dataThe markup says one price and the feed says another
Structured dataPage, feed and markup are projected from one source
Discontinued productsAn assistant still describes them, and names you as the source
Discontinued productsWhat is no longer true is recorded as such, so those products leave the index
IndexationHalf the catalogue is not indexed, and nobody can say which half
IndexationPages are server-rendered with no client waterfall, and sitemaps carry real last-modified dates from change detection, so a crawler can see the whole catalogue
AI citationAn assistant names three or four retailers, and you cannot tell whether you are one of them
AI citationAn answer engine reads your product facts and names you

Traffic, Core Web Vitals and indexation all have a number today. AI citation does not, and almost nobody measures it, so the first step is baselining how often an answer engine names you, per market, against a fixed set of prompts.

The machine-readable version of your catalogue is composed from the same source as your pages, so what an answer engine reads is what a visitor sees.

|

Before

The answer
Kastrup Bolig, product record
TitleEspresso machine EM-220
Steam wandnot listed missing
Price3.499,00 kr. not published
Stockunknown missing

After

The answer
Kastrup Bolig, product record
TitleEspresso machine EM-220
Steam wandyes, manual
Price3.499,00 kr.
Stockin stock, Thursday

An illustration of what being readable looks like, not a promised result. An example, not a customer record.

How it works

One product truth, machine-readable

Enterspeed Core is an AI data orchestration platform that composes complete, market-specific product facts and makes them available to crawlers, search results and answer engines with the same truth your pages carry.

  1. 1

    Compose

    Core reads your PIM, ERP and supplier systems and composes one market-specific product truth.

  2. 2

    Project

    The markup is built from the same representation as the page, so the page, the feed and the structured data cannot disagree. Price, availability, rating, shipping and returns, per market.

  3. 3

    Govern

    Claims are held with their source, and what is no longer true is recorded as such, so a discontinued product stops being findable. Speedtrain checks factual grounding, forbidden terms and regulated language before anything publishes.

  4. 4

    Serve

    Agent Context lets an agent discover what exists, query it and fetch a document, with no HTML to parse, and a stated policy for what you sell, where, and what an agent may do.

Your PIM, ERP and supplier systems keep their jobs. Core reads from them rather than replacing them, and the product truth is composed once and served everywhere a machine needs to read it.

What your team keeps

Your team still approves it

Your SEO team decides what gets indexed and in what order, and your content team writes the brand voice. Speedtrain prepares the product facts and the market-specific claims, and a person approves before anything publishes.

The facts come from your PIM, your ERP, supplier specifications and market regulations, composed into one product truth. The structured data in a page comes from the same place, so your search result says what a visitor sees.

  • Baseline how often ChatGPT and Gemini cite your brand rather than competitors, per market
  • Show a price and stock status in the search result instead of a blue link
  • Stop an assistant describing a product you discontinued last season

Scope

Product facts here, checkout stays yours

Enterspeed Core owns the composed product truth that any visitor or agent may read. Your commerce platform owns customer identity and the transaction.

  • Enterspeed Core

    The public product truth

    Catalogue data, availability per market, and the claims an answer engine or an on-site assistant needs in order to describe what you sell accurately, with an explicit statement of what is unknown.

  • Your commerce platform

    Everything behind authentication

    Checkout, payments, accounts, order history and wishlists. The entitled price for a session comes from there too, so an assistant cannot answer account questions it has no business answering.

  • Your policy

    Who may read what

    Agent Trust Manifest states what external agents may read and do, per market. Agent Access Log records who fetched what, so absence is diagnosable: when a product is missing from an AI overview you can tell whether the agent read it at all.

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