MiniMax M2.7 minimax-m2.7
minimax · minimax reasoning agentic efficient
unranked — no quality signals yet
- params
- 229B (A10B)
- arch
- moe
- context
- 200k
- license
- other open weights
- released
- Apr 2026
- reasoning
- yes
- downloads/30d
- 1.2M
# why ranked
Overall: provisional — score 38.1 ● low — a single signal; treat with caution
provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.50 | 38.1 |
| arena_elo | 0.30 | — |
| bench_composite | 0.20 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
Coding: provisional — score 69.0 ● low — a single signal; treat with caution
provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.
| signal | weight | input (0–100) |
|---|---|---|
| aa_coding | 0.25 | 69.0 |
| aider_polyglot | 0.25 | — |
| arena_elo_code | 0.15 | — |
| swe_bench_verified | 0.35 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
# trend
collecting history — trends appear after a few daily runs.
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| AA Coding Index | 52.6 | Artificial Analysis | — |
| AA Intelligence Index | 38.1 | Artificial Analysis | — |
| Gdpval-aa | 1178.0 / 3000 | LLM Stats | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M blend | tps | uptime |
|---|---|---|---|---|---|---|---|
| Mara | unknown | 192k | $0.18 | $0.72 | $0.32 | — | 90.2% |
| DeepInfra | fp8 | 192k | $0.25 | $1.00 | $0.44 | — | 99.8% |
| Novita | fp8 | 200k | $0.27 | $1.08 | $0.47 | — | 100.0% |
| Morph | unknown | 192k | $0.28 | $1.20 | $0.51 | — | 96.1% |
| AtlasCloud | fp8 | 192k | $0.30 | $1.20 | $0.52 | — | 98.1% |
| Fireworks | unknown | 192k | $0.30 | $1.20 | $0.52 | — | 100.0% |
| GMICloud | fp8 | 192k | $0.30 | $1.20 | $0.52 | — | 98.4% |
| Minimax | fp8 | 200k | $0.30 | $1.20 | $0.52 | — | 99.8% |
| Together | fp4 | 192k | $0.30 | $1.20 | $0.52 | — | 100.0% |
| DeepInfra | fp8 | 192k | $0.40 | $2.00 | $0.80 | — | 99.0% |
| Groq | unknown | 192k | $0.60 | $1.80 | $0.90 | — | 100.0% |
| Minimax | fp8 | 200k | $0.60 | $2.40 | $1.05 | — | 99.4% |
| SambaNova | unknown | 192k | $0.60 | $2.40 | $1.05 | — | 100.0% |
| SambaNova | unknown | 192k | $2.50 | $7.00 | $3.62 | — | 100.0% |
blended = (3·input + output) / 4 per 1M tokens · cheapest first
source aliases
- llmstats
minimax-m2.7- openrouter
minimax/minimax-m2.7