Model comparison

GLM-4.7-Flash vs MiniMax-M3

MiniMax-M3 is the stronger model overall, scoring 43.8 to 38.8 on the Noometry Index. GLM-4.7-Flash costs 3.6× less per token, which makes it the better buy when MiniMax-M3's lead doesn't matter for your workload.

Last verified . 19 shared benchmarks.

GLM-4.7-Flash Z.ai (Zhipu)

38.8

Rank #180 Confirmed

MiniMax-M3 MiniMax

43.8

Rank #85 Confirmed

Summary

  • They share 19 benchmarks with published results for both. GLM-4.7-Flash scores higher in 0 categories and MiniMax-M3 in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where MiniMax-M3 leads 58.4 to 35.5.
  • The biggest single-benchmark swing is GPQA Diamond: 60.5% for GLM-4.7-Flash and 90.9% for MiniMax-M3.
  • GLM-4.7-Flash is cheaper at $0.06 / $0.40 per million input/output tokens, against $0.30 / $1.20 for MiniMax-M3.
  • MiniMax-M3 accepts more context: 1M tokens versus 200K.

Side by side

GLM-4.7-Flash and MiniMax-M3 specifications
GLM-4.7-FlashMiniMax-M3
ProviderZ.ai (Zhipu)MiniMax
Noometry Index38.843.8
Released2026-01-192026-06-01
WeightsOpenOpen
Context window200K1M
Max output131K512K
Input $ / M tokens$0.06$0.30
Output $ / M tokens$0.40$1.20
Results tracked2141

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Category by category

Coding MiniMax-M3 leads

GLM-4.7-Flash: 40.6 (#135), MiniMax-M3: 41.8 (#118)

Coding benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
LMArena Coding13831469
FrontierCode—14.7%
LMArena WebDev—1482
SciCode—47.1%
ALE-Bench—640.02

Agentic & Tool Use Not comparable

GLM-4.7-Flash: —, MiniMax-M3: 22.6 (#130)

Agentic & Tool Use benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
APEX-Agents—37.7%
OSWorld 2.0—4.6%
GBAEval—0.9%
Vending-Bench 2—2,158

Reasoning MiniMax-M3 leads

GLM-4.7-Flash: 20.9 (#229), MiniMax-M3: 30.1 (#87)

Reasoning benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
Chess Puzzles0%14%
LMArena Hard Prompts13561447
SimpleBench—45.8%
NYT Connections (extended)—65.1%
CritPt—3.7%
Mystery Game Puzzles—8%
DTBench—78.9%
LMCA—33.7%
Surface Evolver Bench—55%
Epoch Capabilities Index—146.95
ForecastBench—61.4

Math MiniMax-M3 leads

GLM-4.7-Flash: 36.1 (#173), MiniMax-M3: 40.0 (#95)

Math benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
OTIS Mock AIME 2024-202558.3%71.1%
LMArena Math13551429
ProofBench—18%

Knowledge MiniMax-M3 leads

GLM-4.7-Flash: 35.5 (#184), MiniMax-M3: 58.4 (#35)

Knowledge benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
GPQA Diamond60.5%90.9%
LMArena Expert13571461
Vectara Hallucination Rate9.3%—

Multimodal Not comparable

GLM-4.7-Flash: —, MiniMax-M3: 40.2 (#51)

Multimodal benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
LMArena Vision—1253
LMArena Document—1435

Multilingual MiniMax-M3 leads

GLM-4.7-Flash: 46.5 (#158), MiniMax-M3: 53.0 (#75)

Multilingual benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
LMArena Non-English13301420
LMArena Chinese14031463
LMArena French13321447
LMArena German13371426
LMArena Korean12831372
LMArena Russian13321428
LMArena Spanish13501432
LMArena Japanese—1381

Instruction Following MiniMax-M3 leads

GLM-4.7-Flash: 70.1 (#167), MiniMax-M3: 75.5 (#62)

Instruction Following benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
LMArena Instruction Following13271433

Long Context MiniMax-M3 leads

GLM-4.7-Flash: 40.9 (#148), MiniMax-M3: 44.2 (#72)

Long Context benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
LMArena Longer Query13451445

Writing & Preference MiniMax-M3 leads

GLM-4.7-Flash: 47.4 (#210), MiniMax-M3: 62.1 (#83)

Writing & Preference benchmarks
BenchmarkGLM-4.7-FlashMiniMax-M3
LMArena Text13511433
LMArena Creative Writing12971404
LMArena Multi-Turn13421442
EQ-Bench Creative Writing1125—
EQ-Bench 4—1150

Frequently asked questions

Is GLM-4.7-Flash better than MiniMax-M3?

MiniMax-M3 is the stronger model overall, scoring 43.8 to 38.8 on the Noometry Index. GLM-4.7-Flash costs 3.6× less per token, which makes it the better buy when MiniMax-M3's lead doesn't matter for your workload.

Which is cheaper, GLM-4.7-Flash or MiniMax-M3?

GLM-4.7-Flash is cheaper. It lists at $0.06 per million input tokens and $0.40 per million output tokens; MiniMax-M3 lists at $0.30 and $1.20.

Is GLM-4.7-Flash or MiniMax-M3 better for coding?

MiniMax-M3 scores higher on coding benchmarks: 41.8 versus 40.6 in the Noometry coding category.

Which has the bigger context window?

MiniMax-M3 does, with 1M tokens against 200K.

How many benchmarks do GLM-4.7-Flash and MiniMax-M3 share?

19 benchmarks have published results for both models. GLM-4.7-Flash has 21 scored results on Noometry and MiniMax-M3 has 41.

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