Google and Artificial Analysis launch MKA benchmark to verify agent deliverables

OnlineInference · x · 2026-11-12

Google and Artificial Analysis have released the Multimodal Knowledge Agents (MKA) benchmark, which focuses on evaluating the quality of agent deliverables rather than surface-level outputs.

The example given: an agent can produce a convincing SEO audit, but whether its recommendations actually follow from the data is a separate test — MKA is designed to check exactly that.

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