Company Agent Bench: API models with a simple harness beat agent products

HamelHusain · x · 2026-11-13

philhchen's team released Company Agent Bench, a benchmark for company assistant products, comparing Dots, Grok Bot, Claude Tag, and Devin on how well an agent understands its own company.

Key finding: API models with a simple harness outperform these packaged products. Hamel Husain reacted with "Omg."

Related event: Company Agent Bench: Company assistant agents still fail at understanding people(5 posts)→

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