Business Operation D

AI benchmark · Agentic

Domains
Agentic
Tier
D why
Snapshot

What is Business Operation?

Moonshot AI's internal benchmark for long-horizon management and decision-making in a simulated business environment.

Tier D

D

Long tail: little or no usage data yet.

How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

  • no usage data
  • in curated RL directories (1 pt)

On X · unclear, low buzz, from 4 posts about Business Operation in the last month

Mentioned only as Moonshot's internal eval where K3.1 Pro scored ~4.2x K3; one user notes vendor benchmarks can't substitute for testing on your own work.

@Kimi_Moonshot ↗ · @lostinazeroy ↗ · @stretchcloud ↗

How we got to tier D
  1. Adoption: no usage data. Tier D.
  2. On X: unclear, low buzz. “Mentioned only as Moonshot's internal eval where K3.1 Pro scored ~4.2x K3; one user notes vendor benchmarks can't substitute for testing on your own work.” No move.
  3. In curated RL directories: 1 point, a floor of none.
  4. Not yet confirmed by a line from its own site or paper.

A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

Not on the map yet: no line from its own site or paper places it in a domain.

Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-29 snapshot.