Show up in AI answers

An assistant describes a product you stopped selling last season and names you as the source. Competitors show price and availability in search results while you show a blue link. Half your catalogue is not indexed and nobody can say which half. The feed and the page disagree, so your structured data is wrong.

You have no way to baseline how often AI answers cite your brand or products per market, and no mechanism to move that number. Every market launch or product refresh restarts the crawl-and-index cycle, and new products miss the demand window.

Your team stops reconciling three representations of the same product and manually feeding context to assistants. Speedtrain is a data orchestration platform that composes market-specific product facts from commerce, content and supplier sources once, then projects that truth to every surface.

• Structured Data Projection writes schema markup from the same product truth as the page
• Claim Ledger stores sourced product claims and explicitly states what is discontinued or unknown
• Agent Trust Manifest declares to answer engines what you sell, per market, and which agents may read it

Your commerce engine keeps pricing and session entitlement. Speedtrain carries product facts to crawlers, feeds and on-site assistants.