Benchmark Almanac

Business Operation (Moonshot)

Kimi K3.1 Pro 37.8% In use

Agents manage a simulated business over a long horizon and make operating decisions. Moonshot reports a percentage score.

In-house finance benchmark. The scoring method is not described, so the scoring field is a guess.

Made by Moonshot AI Released Oct 2026 Running a business Tasks kept private Last in a launch post Oct 2026 Last model added Oct 2026
Level
Expert Specialists with years of training, often over hours of work
Scored
Settled by events Predictions are scored against what later happens.
Answers
Agent task Many steps in a terminal, browser, desktop, app, game or robot.
1
Model scored in lab cards
1
Launch post lists it, from 1 lab

Kimi K3.1 Pro leads with 37.8%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 Kimi K3.1 Pro 37.8%
#ModelScoreSettingDateSource
1 Kimi K3.1 Pro 37.8% Oct 2026 Model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card
0% 20% 40% 60% 80% 100% 2027 Near the ceiling (85%) Kimi K3.1 Pro 0% 20% 40% 60% 80% 100% 2027 Near the ceiling (85%) Kimi K3.1 Pro

One lab put it in a launch post in the last six months

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

Moonshot AI
DateLaunch postScoreAs the post writes it
24 Oct 2026 Kimi K3.1 Pro 37.8 Business Operation (Internal)

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