Model Detail
MiniMax M2.7
Extremely cheap and surprisingly capable, but not safe enough for high-stakes guardrail-sensitive tasks.
Cheap bulk worker
- Rank
- #7 of 13
- Source
- Operator Suite v2
- Run date
01 · Benchmark score 90.8/100
02 · Source Operator Suite v2
03 · Role Cheap bulk worker
Per-suite breakdown
Scorecard
Operator board #7
90.8/100 operator score
Messaging 100/100
Messaging Tool Planning v2
External canon 80.2 SWE-bench Verified
Public benchmark references
Cost $0.75/M blended
Great value, unsafe near guardrails.
Strengths
- Absurdly cheap
- Very strong benchmark score for the price
- Good for bulk analysis/research
Weaknesses
- Unsafe around guardrails
- Known rule-violation pattern
- Not for config or safety-critical changes
Extremely cheap and surprisingly capable, but not safe enough for high-stakes guardrail-sensitive tasks.
Comparison
OperatorIndex Where MiniMax M2.7 lands
- 01 Gemini 3.1 ProMessaging benchmark + external canon 100
- 01 Claude Sonnet 4.6Messaging benchmark + external canon 100
- 01 Gemini FlashMessaging benchmark canon 100
- 04 Claude Opus 4.6Operator Suite v2 95.3
- 05 GLM-5-TurboOperator Suite v2 95
- 06 Gemma 4 31BEnterprise Ollama 92
- 07 MiniMax M2.7Operator Suite v2 90.8
- 08 GPT-5.4External benchmark canon 88
- 09 Gemma 4 26BEnterprise Ollama 80
- 10 PrismML Bonsai 1.7BPrismML local benchmark 56
- 11 Qwen 3.6 27B NVFP4Enterprise oMLX 40
- 11 Qwen 3.6 27B MXFP4Enterprise oMLX 40
- 13 Qwen 3.6 27B 4bitEnterprise oMLX 20
Source artifacts
Raw machine-readable files for anyone who wants to dig deeper or run their own analysis.
- internal artifact memory/model-benchmark-reference.md