Sources

This is desktop research from public vendor documents and primary partner statements, reviewed September 17, 2026. We did not run the products or measure performance on a shared dataset. Categories follow the original shortlist; they are not rankings.

Product

Documented product capability. It may need a separate module or license.

Connected

Delivered through orchestration, external data, or a partner. Confirm the provider and contract.

Data

Provides relevant data. A separate decision or operating workflow is still needed.

Confirm

Not established in the reviewed sources. This does not mean the vendor cannot provide it.

• Claims and judgment. Product descriptions and AI scope reflect published claims. Fit, watchouts, integration advice, and buyer questions are editorial assessments.
• AI scope. Name matching, predictive models, generated summaries, and agents are different functions. The combined AI / matching column does not make them equivalent.
• Coverage and price. Availability, country coverage, data refresh, reporting, and permissions can vary by release and contract. No vendor prices are invented; the cost calculator uses your inputs.
• Evidence limits. Public claims do not prove effectiveness or included licenses. Links can change or restrict access. Missing evidence does not prove that a feature is absent.