Model comparison

GPT-5.4 nano vs Magistral Small

GPT-5.4 nano is the stronger model overall, scoring 41.9 to 29.9 on the Noometry Index.

Last verified . 10 shared benchmarks.

GPT-5.4 nano OpenAI

41.9

Rank #111 Confirmed

Magistral Small Mistral AI

29.9

Rank #289 Confirmed

Summary

  • They share 10 benchmarks with published results for both. GPT-5.4 nano scores higher in 4 categories and Magistral Small in 0 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GPT-5.4 nano leads 23.8 to 6.9.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 87.8% for GPT-5.4 nano and 30% for Magistral Small.
  • GPT-5.4 nano is cheaper at $0.20 / $1.25 per million input/output tokens, against $0.50 / $1.50 for Magistral Small.
  • GPT-5.4 nano accepts more context: 400K tokens versus 128K.
  • Magistral Small has downloadable open weights; the other is API-only.

Side by side

GPT-5.4 nano and Magistral Small specifications
GPT-5.4 nanoMagistral Small
ProviderOpenAIMistral AI
Noometry Index41.929.9
Released2026-03-172025-06-10
WeightsProprietaryOpen
Context window400K128K
Max output128K40K
Input $ / M tokens$0.20$0.50
Output $ / M tokens$1.25$1.50
Results tracked4010

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Category by category

Coding GPT-5.4 nano leads

GPT-5.4 nano: 43.1 (#82), Magistral Small: 37.8 (#172)

Coding benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
SciCode46.9%35.2%
WeirdML49.2%—
LMArena Coding1404—
ALE-Bench1,005—

Reasoning GPT-5.4 nano leads

GPT-5.4 nano: 23.8 (#159), Magistral Small: 6.9 (#345)

Reasoning benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
ARC-AGI-25.7%0%
Kagi LLM Benchmark39.7%6.3%
ARC-AGI-151.5%5%
CritPt9.3%0.3%
Chess Puzzles30%3%
DTBench80.3%61.3%
Epoch Capabilities Index145.78133.19
LMArena Hard Prompts1380—
Mystery Game Puzzles9%—
LMCA36.9%—
ForecastBench57.3—

Math GPT-5.4 nano leads

GPT-5.4 nano: 40.7 (#76), Magistral Small: 24.9 (#253)

Math benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
OTIS Mock AIME 2024-202587.8%30%
FrontierMath (Tiers 1-3)44.9%—
FrontierMath Tier 412.2%—
ProofBench5%—
LMArena Math1406—
FrontierMath (Feb 2025 set)25.9%—
FrontierMath Tier 4 (v1)6.3%—

Knowledge GPT-5.4 nano leads

GPT-5.4 nano: 41.8 (#94), Magistral Small: 30.9 (#215)

Knowledge benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
GPQA Diamond78.5%56.1%
SimpleQA Verified11.7%—
Vectara Hallucination Rate3.1%—
LMArena Expert1397—

Multimodal Not comparable

GPT-5.4 nano: 36.0 (#73), Magistral Small: —

Multimodal benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
LMArena Vision1196—

Multilingual Not comparable

GPT-5.4 nano: 48.8 (#136), Magistral Small: —

Multilingual benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
LMArena Non-English1359—
LMArena Chinese1391—
LMArena French1396—
LMArena German1368—
LMArena Japanese1342—
LMArena Korean1321—
LMArena Russian1363—
LMArena Spanish1368—

Instruction Following Not comparable

GPT-5.4 nano: 72.1 (#139), Magistral Small: —

Instruction Following benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
LMArena Instruction Following1362—

Long Context Not comparable

GPT-5.4 nano: 41.6 (#131), Magistral Small: —

Long Context benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
LMArena Longer Query1365—

Writing & Preference Not comparable

GPT-5.4 nano: 55.9 (#137), Magistral Small: —

Writing & Preference benchmarks
BenchmarkGPT-5.4 nanoMagistral Small
LMArena Text1372—
LMArena Creative Writing1313—
LMArena Multi-Turn1382—

Frequently asked questions

Is GPT-5.4 nano better than Magistral Small?

GPT-5.4 nano is the stronger model overall, scoring 41.9 to 29.9 on the Noometry Index.

Which is cheaper, GPT-5.4 nano or Magistral Small?

GPT-5.4 nano is cheaper. It lists at $0.20 per million input tokens and $1.25 per million output tokens; Magistral Small lists at $0.50 and $1.50.

Is GPT-5.4 nano or Magistral Small better for coding?

GPT-5.4 nano scores higher on coding benchmarks: 43.1 versus 37.8 in the Noometry coding category.

Which has the bigger context window?

GPT-5.4 nano does, with 400K tokens against 128K.

How many benchmarks do GPT-5.4 nano and Magistral Small share?

10 benchmarks have published results for both models. GPT-5.4 nano has 40 scored results on Noometry and Magistral Small has 10.

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