Agents Averaged 73. Only 30% Were Usable. Grade Pass/Fail.
StartupBench ran nine frontier agents across 97 workflows taken from products AI startups already sell. A 73.67 rubric average produced an acceptable deliverable on 29.55% of runs — and agents satisfied auxiliary requirements more often than core ones.
August 22, 2026 · 14 min read