How to evaluate any Reputation vendor in 2026
What a Reputation tool is for in 2026
The tools that turn happy customers into public proof and catch unhappy ones before they post. A small, cooling category in 2026: the basics are everywhere, so the only real question is what a vendor does beyond review requests.
Which capabilities are baseline, and which are rare
Every Reputation capability, colored by how many of the 23 tracked vendors offer it. Darker means common, faint means rare. This is the proprietary core.
Table-stakes
18common across the categoryIn Reputation, 5 of 12 vendors offer review Aggregation. If yours does not, that is the first question to ask.
What the AI in this category actually does
Reputation has 12 vendors we've mapped in capability detail so far. That is below the threshold we hold ourselves to before publishing a category-level AI breakdown, so this section stays empty rather than turning a dozen vendors into a percentage. It appears once coverage catches up.
When it does, it will read like every other AI figure on this site: 100% model-detected, not yet verified.
Read the cross-category AI field guideWhere the whole field is strong, and where it is weak
The five dimensions that make up the category score, aggregated across every vendor. Weight your contract toward wherever the field is weakest.
The field is strongest on category focus and weakest on integration relevance. Weight your contract toward integration relevance, because the category will not give it to you for free.