Model comparison

GPT-5.2 Pro vs Ministral 8B

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 27.8 on the Noometry Index. Ministral 8B costs 578× less per token, which makes it the better buy when GPT-5.2 Pro's lead doesn't matter for your workload.

Last verified . 0 shared benchmarks.

GPT-5.2 Pro OpenAI

52.2

Rank #34 Reported

Ministral 8B Mistral AI

27.8

Rank #321 Confirmed

Summary

  • The widest gap is in math, where GPT-5.2 Pro leads 64.8 to 23.7.
  • Ministral 8B is cheaper at $0.10 / $0.10 per million input/output tokens, against $21 / $168 for GPT-5.2 Pro.
  • GPT-5.2 Pro accepts more context: 400K tokens versus 128K.
  • Ministral 8B has downloadable open weights; the other is API-only.

Side by side

GPT-5.2 Pro and Ministral 8B specifications
GPT-5.2 ProMinistral 8B
ProviderOpenAIMistral AI
Noometry Index52.227.8
Released2025-12-112024-10-01
WeightsProprietaryOpen
Context window400K128K
Max output128K128K
Input $ / M tokens$21$0.10
Output $ / M tokens$168$0.10
Results tracked817

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Category by category

Coding Not comparable

GPT-5.2 Pro: —, Ministral 8B: 34.4 (#226)

Coding benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
LMArena Coding—1202

Agentic & Tool Use Not comparable

GPT-5.2 Pro: —, Ministral 8B: 16.2 (#140)

Agentic & Tool Use benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
Berkeley Function Calling Leaderboard—11.1%

Reasoning GPT-5.2 Pro leads

GPT-5.2 Pro: 51.8 (#31), Ministral 8B: 17.7 (#279)

Reasoning benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
ARC-AGI-254.2%—
SimpleBench57.4%—
NYT Connections (extended)79.3%—
ARC-AGI-190.5%—
LMArena Hard Prompts—1191
DTBench—45.7%
Epoch Capabilities Index155.41—

Math GPT-5.2 Pro leads

GPT-5.2 Pro: 64.8 (#23), Ministral 8B: 23.7 (#262)

Math benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
FrontierMath (Tiers 1-3)74%—
FrontierMath Tier 446%—
LMArena Math—1188
MATH Level 5—14.9%
FrontierMath Tier 4 (v1)31.3%—

Knowledge Not comparable

GPT-5.2 Pro: —, Ministral 8B: 12.5 (#292)

Knowledge benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
GPQA Diamond—27.1%
Vectara Hallucination Rate—7.4%
LMArena Expert—1170

Multilingual Not comparable

GPT-5.2 Pro: —, Ministral 8B: 35.3 (#242)

Multilingual benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
LMArena Non-English—1165
LMArena Chinese—1193
LMArena Russian—1195

Instruction Following Not comparable

GPT-5.2 Pro: —, Ministral 8B: 60.7 (#245)

Instruction Following benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
LMArena Instruction Following—1161

Long Context Not comparable

GPT-5.2 Pro: —, Ministral 8B: 36.7 (#222)

Long Context benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
LMArena Longer Query—1212

Writing & Preference Not comparable

GPT-5.2 Pro: —, Ministral 8B: 39.8 (#241)

Writing & Preference benchmarks
BenchmarkGPT-5.2 ProMinistral 8B
LMArena Text—1191
LMArena Creative Writing—1175
LMArena Multi-Turn—1166

Frequently asked questions

Is GPT-5.2 Pro better than Ministral 8B?

GPT-5.2 Pro is the stronger model overall, scoring 52.2 to 27.8 on the Noometry Index. Ministral 8B costs 578× less per token, which makes it the better buy when GPT-5.2 Pro's lead doesn't matter for your workload.

Which is cheaper, GPT-5.2 Pro or Ministral 8B?

Ministral 8B is cheaper. It lists at $0.10 per million input tokens and $0.10 per million output tokens; GPT-5.2 Pro lists at $21 and $168.

Which has the bigger context window?

GPT-5.2 Pro does, with 400K tokens against 128K.

How many benchmarks do GPT-5.2 Pro and Ministral 8B share?

0 benchmarks have published results for both models. GPT-5.2 Pro has 8 scored results on Noometry and Ministral 8B has 17.

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