The Vendor Map organises AI cost and value products by the problem each one addresses, so a reader can find the category that fits their need. It describes vendors; it does not rate, score or rank them, and listing is not a recommendation.
Why there are no ratings
Until October 2026 the map gave each vendor editorial ratings for visibility, control, lock-in risk and pricing risk. They were removed on 8 October 2026. The author works for IBM, which sells products in several of the categories the map covers, and an IBM employee rating IBM products beside their competitors has a conflict that no checklist fully removes. Describing products from public sources, and leaving the judgement to the reader, avoids it. See who writes this site.
What goes in
- Products whose main purpose is to measure, control or prove the cost and value of AI.
- Each product appears once, under its primary category. Capability tags record secondary roles, such as a gateway inside an observability product.
- Technologies that change unit costs but are not buyer-side governance products, such as inference hardware, are described separately rather than listed.
How each entry is described
- Positioning and buyer fit:what the product does and which organisations it is built for, from the vendor’s own documentation.
- Spend controls it documents: whether the product reports spend, alerts when a threshold is crossed, or enforces a limit that stops further consumption. These are different controls, and the entry says which the vendor documents.
- Value evidence it is designed to record: adoption and usage, estimated time savings, measured process change, or realised financial benefit. These are not interchangeable: adoption does not show time saved, and time saved does not show money realised.
- What to check: questions a buyer should ask before relying on the product.
Entries are checked against public sources, which each profile lists with the date last checked. Entries without a date have not yet been checked. A capability that has been announced but not shown to be generally available is noted as such.
IBM-owned products
IBM-owned products are marked IBM-owned wherever they appear and are described in the same way as every other entry. Vendors can send factual corrections about their own products; corrections are judged on the evidence supplied and logged. See also the methodology.