EnterpriseOps-Gym leaderboard
As of November 14, 2026, among the results listed here, Thinking Machines Inkling 2 Small has the highest reported EnterpriseOps-Gym score, 46.8%, published by Thinking Machines, ahead of LiquidAI LFM3-1.7B at 28.2%. 3 models have a EnterpriseOps-Gym result in our records.
Scores as the model makers published them, not re-run by us; each row links to its announcement.
Best reported score
46.8%
T Thinking Machines Inkling 2 Small
Reported by Thinking Machines, November 9, 2026
3 models ranked · 2 makers
| Rank | Model | Score | Setting | Reported by | Date |
|---|---|---|---|---|---|
| 1 | T Inkling 2 Small | 46.8% | Not published | Thinking Machines | November 9, 2026 (model release) |
| 2 | LFM3-1.7B | 28.2% | Not published | Liquid | November 6, 2026 (model release) |
| 3 | LFM2.5-2.6BRetired | 7.9% | Not published | Liquid | November 6, 2026 (model release) |
How much to trust these numbers
- Source
- Reported by the model makers themselves. Not re-run by LLMBenchmark or anyone independent.
- Settings
- All ranked results use the same reported setting.
- Spread
- 46.8% to 7.9% across 3 models.
- Freshness
- Newest result published November 9, 2026; oldest November 6, 2026.
What EnterpriseOps-Gym measures
It tests whether AI agents complete stateful, multi-step enterprise workflows, with scores indicating how successfully they complete those workflows.