Model comparison

GPT-6 Sol vs Magistral Small

GPT-6 Sol is the stronger model overall, scoring 61.8 to 30.2 on the Noometry Index. Magistral Small costs 5.3× less per token, which makes it the better buy when GPT-6 Sol's lead doesn't matter for your workload.

Last verified . 8 shared benchmarks.

GPT-6 Sol OpenAI

61.8

Rank #12 Confirmed

Magistral Small Mistral AI

30.2

Rank #296 Confirmed

Summary

  • They share 8 benchmarks with published results for both. GPT-6 Sol 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-6 Sol leads 74.0 to 6.8.
  • The biggest single-benchmark swing is ARC-AGI-1: 95.5% for GPT-6 Sol and 5% for Magistral Small.
  • Magistral Small is cheaper at $0.50 / $1.50 per million input/output tokens, against $2 / $10 for GPT-6 Sol.
  • GPT-6 Sol accepts more context: 1.05M tokens versus 128K.
  • Magistral Small has downloadable open weights; the other is API-only.

Side by side

GPT-6 Sol and Magistral Small specifications
GPT-6 SolMagistral Small
ProviderOpenAIMistral AI
Noometry Index61.830.2
Released2026-09-222025-06-10
WeightsProprietaryOpen
Context window1.05M128K
Max output128K40K
Input $ / M tokens$2$0.50
Output $ / M tokens$10$1.50
Results tracked4510

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Category by category

Coding GPT-6 Sol leads

GPT-6 Sol: 60.1 (#11), Magistral Small: 38.4 (#176)

Coding benchmarks
BenchmarkGPT-6 SolMagistral Small
SciCode57.6%35.2%
DeepSWE68.8%—
FrontierCode49.3%—
LMArena WebDev1688—
LMArena Coding1447—
ALE-Bench2,462—

Agentic & Tool Use Not comparable

GPT-6 Sol: 37.2 (#36), Magistral Small: —

Agentic & Tool Use benchmarks
BenchmarkGPT-6 SolMagistral Small
APEX-Agents54.3%—
GDP.pdf26.4%—
Vending-Bench 214,428—

Reasoning GPT-6 Sol leads

GPT-6 Sol: 74.0 (#9), Magistral Small: 6.8 (#350)

Reasoning benchmarks
BenchmarkGPT-6 SolMagistral Small
ARC-AGI-289.6%0%
ARC-AGI-195.5%5%
CritPt30.9%0.3%
DTBench97.3%61.3%
Epoch Capabilities Index162.72133.19
Kagi LLM Benchmark—6.3%
NYT Connections (extended)90.1%—
Chess Puzzles—3%
EBR-Bench53.3%—
LMArena Hard Prompts1418—
Mystery Game Puzzles56%—
LMCA59.1%—

Math GPT-6 Sol leads

GPT-6 Sol: 87.2 (#7), Magistral Small: 26.2 (#261)

Math benchmarks
BenchmarkGPT-6 SolMagistral Small
OTIS Mock AIME 2024-2025100%30%
FrontierMath (Tiers 1-3)89.8%—
FrontierMath Tier 490%—
ProofBench83%—
LMArena Math1402—

Knowledge GPT-6 Sol leads

GPT-6 Sol: 64.8 (#15), Magistral Small: 30.9 (#223)

Knowledge benchmarks
BenchmarkGPT-6 SolMagistral Small
GPQA Diamond94.3%56.1%
SimpleQA Verified60.7%—
Vectara Hallucination Rate6.5%—
LMArena Expert1439—

Multimodal Not comparable

GPT-6 Sol: 47.6 (#10), Magistral Small: —

Multimodal benchmarks
BenchmarkGPT-6 SolMagistral Small
LMArena Vision1245—
Blueprint-Bench 236.9%—
Furniture Assembly58.3%—

Multilingual Not comparable

GPT-6 Sol: 50.5 (#118), Magistral Small: —

Multilingual benchmarks
BenchmarkGPT-6 SolMagistral Small
LMArena Non-English1385—
LMArena Chinese1405—
LMArena French1410—
LMArena German1390—
LMArena Japanese1385—
LMArena Korean1341—
LMArena Russian1401—
LMArena Spanish1384—

Instruction Following Not comparable

GPT-6 Sol: 74.5 (#94), Magistral Small: —

Instruction Following benchmarks
BenchmarkGPT-6 SolMagistral Small
LMArena Instruction Following1412—

Long Context Not comparable

GPT-6 Sol: 43.1 (#108), Magistral Small: —

Long Context benchmarks
BenchmarkGPT-6 SolMagistral Small
LMArena Longer Query1411—

Writing & Preference Not comparable

GPT-6 Sol: 71.9 (#18), Magistral Small: —

Writing & Preference benchmarks
BenchmarkGPT-6 SolMagistral Small
LMArena Text1395—
LMArena Creative Writing1378—
EQ-Bench Creative Writing2125—
LMArena Multi-Turn1412—

Frequently asked questions

Is GPT-6 Sol better than Magistral Small?

GPT-6 Sol is the stronger model overall, scoring 61.8 to 30.2 on the Noometry Index. Magistral Small costs 5.3× less per token, which makes it the better buy when GPT-6 Sol's lead doesn't matter for your workload.

Which is cheaper, GPT-6 Sol or Magistral Small?

Magistral Small is cheaper. It lists at $0.50 per million input tokens and $1.50 per million output tokens; GPT-6 Sol lists at $2 and $10.

Is GPT-6 Sol or Magistral Small better for coding?

GPT-6 Sol scores higher on coding benchmarks: 60.1 versus 38.4 in the Noometry coding category.

Which has the bigger context window?

GPT-6 Sol does, with 1.05M tokens against 128K.

How many benchmarks do GPT-6 Sol and Magistral Small share?

8 benchmarks have published results for both models. GPT-6 Sol has 45 scored results on Noometry and Magistral Small has 10.

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