Benchmark: model scoring 2/3 on standard case drops to 0/3 when budget tightens

ML_Felix · reddit · 2026-10-28

The Concourse Bench v1 benchmark ran eight AI models through the same multi-step task — a simulated media buy with negotiation against three fixed-rule sellers. Aggregate scores hide the real story: Sol and Fable went 3/3 in every scenario, while Terra scored 2/3 on the standard case but 0/3 with a tighter budget, 0/3 against firmer sellers, and 1/3 with more inventory. The author (disclosing they work at the publishing company) asks how practitioners stress-test models beyond happy paths.

Original post →

More from Models

Models channel →