Its examples report Meta Muse at 4 minutes 36 seconds, Claude Cowork at 6 minutes 25 seconds with 57 tool calls, and Grok Bot at 7 minutes 40 seconds. Cerebras’ own Qwen 3.8 27B assistant, using the Pi harness, recorded a 22-second median across two successful attempts.
The company attributes the optimized path to parallel availability checks, a saved website-navigation procedure, and faster inference. It reports that its browser/API segment took 6.8 seconds versus 4 minutes 31 seconds in an earlier Grok trace, while tool calls fell by more than 80 percent. Cerebras cautions that this bundles model, harness, and execution-path changes rather than isolating any one intervention.