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Models / MiniMax

MiniMax M2.7

MiniMax · Released 2026-04-15

MiniMax's April 2026 mid-tier. Vals Index 41.41 (#13). Bridge between M2.5 and the M3 open-weights release.

MiniMax mid-tier when M3 is too new for your stack or M2.5 scores aren't enough.

#21 of 24 on Vals Index · current snapshot
41 Vals Index · 11 benchmark rows · 2 sourcesPosition is benchmark-specific — not a cross-family or cross-source ranking.
Composite51
Context1M
Input / 1M$0.35
Output / 1M$1.5
Knowledge cutoff2026-02-01
Statussolid

Family profile

Best published score in each covered benchmark family.

66/100 avg
Reasoning
87
Coding
47
Agentic
55
Long context
75

4 tested benchmark families

Benchmark placements

Where MiniMax M2.7 places on each public benchmark source that publishes a row. Rank counts every model with a latest row in the same test — not a universal quality score.

BenchmarkFamilyRankScoreSourceDate
Vals IndexAgentic#20/ 2341Vals AI — Vals Index2026-06-04
IFBenchReasoning#23/ 12776Artificial Analysis2026-09-01
AA-LCRLong context#46/ 17975Artificial Analysis2026-09-01
SciCodeCoding#63/ 18047Artificial Analysis2026-09-01
GPQA DiamondReasoning#69/ 18587Artificial Analysis2026-09-01
Humanity's Last ExamReasoning#77/ 18030Artificial Analysis2026-09-01
Terminal-BenchAgentic#77/ 18455Artificial Analysis2026-09-01
Artificial Analysis Intelligence IndexReasoning#82/ 18739Artificial Analysis2026-09-01
τ³-Bench BankingAgentic#89/ 10610Artificial Analysis2026-09-01
AA time to first tokenPerformance#172/ 186Artificial Analysis2026-09-01
AA output speedPerformance#173/ 187Artificial Analysis2026-09-01
Family context

The three highest-scoring models with pages in each capability family. Where MiniMax M2.7 shows up, it's highlighted.

ReasoningMiniMax M2.7 · 87
  1. 1
    Claude Mythos Preview
    95
  2. 2
    Gemini 3.7 Flash
    95
  3. 3
    Grok 4.6
    95
CodingMiniMax M2.7 · 47
  1. 1
    GPT 5.5
    96
  2. 2
    Claude Opus 4.8
    96
  3. 3
    Claude Opus 4.6
    96
AgenticMiniMax M2.7 · 55
  1. 1
    GPT 5.5
    100
  2. 2
    Claude Opus 4.8
    100
  3. 3
    Claude Fable 5
    100
Long contextMiniMax M2.7 · 75
  1. 1
    Muse Spark 1.2
    83
  2. 2
    Kimi K3
    83
  3. 3
    Gemini 3.5 Flash
    81
Newest receipts

Benchmark rows added to the public ledger for MiniMax M2.7 in the last 120 days. Older rows live in the full table below.

11 recent
BenchmarkFamilyScoreSourceDays ago
AA-LCRLong context75.33%Artificial Analysis5
AA output speedPerformance0 t/sArtificial Analysis5
AA time to first tokenPerformance0.00sArtificial Analysis5
Artificial Analysis Intelligence IndexReasoning38.9%Artificial Analysis5
GPQA DiamondReasoning87.4%Artificial Analysis5
Humanity's Last ExamReasoning29.6%Artificial Analysis5
IFBenchReasoning75.71%Artificial Analysis5
SciCodeCoding47%Artificial Analysis5
τ³-Bench BankingAgentic9.9%Artificial Analysis5
Terminal-BenchAgentic55.43%Artificial Analysis5
Vals IndexAgentic41.41%Vals AI — Vals Index94
Family coverage

A high composite that hides a weak family is a trap. These bars surface the families where this model hasn't been publicly tested, and where it leads.

Reasoning87
Coding47
Agentic55
Long context75
Price vs. performance
0255075100$0.10$0.30$1$3$10$30input USD / 1M tokens · log scale →← intelligence

Hover any dot for name, score, and input price. Keyboard: tab through the top twelve, or use the ranking below.

AnthropicOpenAIMistralAlibabaDeepSeekGoogleMoonshotMetaMiniMaxxAIZhipuXiaomiOtherMeituanCohereNVIDIA

Full benchmark ledger

Every catalog benchmark for MiniMax M2.7. Scores link to the original source; gaps mean no public row exists yet.

11 sourced rows

11 of 37 catalog benchmarks have a sourced row for MiniMax M2.7.

Reasoning

Coding

Agentic

Long context

Performance

Sources