How this guide was made

The evaluation framework draws on economic value estimation and Steven Forth's buyer-oriented comparison of value intelligence solutions (October 2026). Every fact about a vendor comes from valueIQ's feature table of value intelligence software: 41 rows, of which 33 are capabilities decided by a written status rule that is the same for every option, and 8 are facts. The cells were gathered from vendors' own public product pages, pricing pages and documentation between 23 and 29 October 2026. Every "not found" was checked twice, and every cell links to its source. Vendor descriptions of competitors, headline uplift statistics, review ratings and logo counts were not used. valueIQ runs the map and is one of the vendors in it. To correct a fact, send the public source to research@valueiq.ai; a correction with a source updates the page.