astra hits 41.4% on automationbench, a new benchmark for agent business-workflow completion

jdjohnson · x · 2026-09-04

Bryan Helmig explains automationbench, where astra set a new high by correctly completing 41.4% of business workflows. The benchmark places models in simulated apps with a job to do, then verifies resulting records and messages with code. Key design challenge: catching subtle errors like updating the wrong customer while letting agents find their own path. Each run starts with a fresh copy of a structured environment (CRM records, emails, spreadsheets, calendar) with API-like tools—nothing touches real customers.

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