Model comparison

Inkling-Small vs Mistral Medium

Inkling-Small is the stronger model overall, scoring 46.5 to 36.3 on the Noometry Index.

Last verified . 23 shared benchmarks.

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Mistral Medium Mistral AI

36.3

Rank #218 Confirmed

Summary

  • They share 23 benchmarks with published results for both. Inkling-Small scores higher in 6 categories and Mistral Medium in 3 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Inkling-Small leads 48.2 to 25.0.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 90% for Inkling-Small and 32.2% for Mistral Medium.
  • Inkling-Small is cheaper at $0.45 / $1.20 per million input/output tokens, against $1.50 / $7.50 for Mistral Medium.
  • Inkling-Small accepts more context: 524K tokens versus 262K.

Side by side

Inkling-Small and Mistral Medium specifications
Inkling-SmallMistral Medium
ProviderThinking Machines LabMistral AI
Noometry Index46.536.3
Released2026-07-152023-12-11
WeightsOpenOpen
Context window524K262K
Max output1.05M262K
Input $ / M tokens$0.45$1.50
Output $ / M tokens$1.20$7.50
Results tracked3336

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Category by category

Coding Inkling-Small leads

Inkling-Small: 43.6 (#85), Mistral Medium: 34.2 (#243)

Coding benchmarks
BenchmarkInkling-SmallMistral Medium
SciCode48.7%40.2%
LMArena Coding14511434
FrontierCode—8%
LMArena WebDev1409—
WeirdML—43.7%
ALE-Bench—763.98

Agentic & Tool Use Not comparable

Inkling-Small: —, Mistral Medium: 28.3 (#90)

Agentic & Tool Use benchmarks
BenchmarkInkling-SmallMistral Medium
Berkeley Function Calling Leaderboard—37.7%

Reasoning Inkling-Small leads

Inkling-Small: 38.6 (#63), Mistral Medium: 24.0 (#167)

Reasoning benchmarks
BenchmarkInkling-SmallMistral Medium
CritPt8.3%0%
LMArena Hard Prompts14231426
ARC-AGI-240.1%—
Kagi LLM Benchmark—50%
ARC-AGI-184%—
Chess Puzzles18%—
Mystery Game Puzzles6%—
DTBench—75.5%
LMCA—26.1%
Surface Evolver Bench—26.9%
Epoch Capabilities Index150.15—

Math Inkling-Small leads

Inkling-Small: 45.1 (#77), Mistral Medium: 28.1 (#245)

Math benchmarks
BenchmarkInkling-SmallMistral Medium
OTIS Mock AIME 2024-202590%32.2%
ProofBench6%9%
LMArena Math14591408
FrontierMath (Tiers 1-3)46.3%—
FrontierMath Tier 417.1%—
MATH Level 5—81.6%
FrontierMath (Feb 2025 set)—0.3%

Knowledge Inkling-Small leads

Inkling-Small: 48.2 (#77), Mistral Medium: 25.0 (#265)

Knowledge benchmarks
BenchmarkInkling-SmallMistral Medium
GPQA Diamond88.5%59.5%
LMArena Expert14421408
Humanity's Last Exam—4.5%
SimpleQA Verified19.1%—
Vectara Hallucination Rate—22.7%

Multimodal Inkling-Small leads

Inkling-Small: 39.1 (#62), Mistral Medium: 35.3 (#88)

Multimodal benchmarks
BenchmarkInkling-SmallMistral Medium
LMArena Vision12351172

Multilingual Too close to call

Inkling-Small: 51.7 (#104), Mistral Medium: 52.1 (#91)

Multilingual benchmarks
BenchmarkInkling-SmallMistral Medium
LMArena Non-English14021408
LMArena Chinese14651447
LMArena French14361459
LMArena German14051432
LMArena Japanese14051378
LMArena Korean13631380
LMArena Russian13911411
LMArena Spanish14281433

Instruction Following Too close to call

Inkling-Small: 73.8 (#114), Mistral Medium: 73.7 (#116)

Instruction Following benchmarks
BenchmarkInkling-SmallMistral Medium
LMArena Instruction Following13991398

Long Context Too close to call

Inkling-Small: 42.7 (#118), Mistral Medium: 42.9 (#114)

Long Context benchmarks
BenchmarkInkling-SmallMistral Medium
LMArena Longer Query14011406

Writing & Preference Too close to call

Inkling-Small: 59.6 (#107), Mistral Medium: 60.0 (#103)

Writing & Preference benchmarks
BenchmarkInkling-SmallMistral Medium
LMArena Text14141424
LMArena Creative Writing13311391
LMArena Multi-Turn14181418
Short-Story Creative Writing—77.3%
EQ-Bench Creative Writing1491—

Frequently asked questions

Is Inkling-Small better than Mistral Medium?

Inkling-Small is the stronger model overall, scoring 46.5 to 36.3 on the Noometry Index.

Which is cheaper, Inkling-Small or Mistral Medium?

Inkling-Small is cheaper. It lists at $0.45 per million input tokens and $1.20 per million output tokens; Mistral Medium lists at $1.50 and $7.50.

Is Inkling-Small or Mistral Medium better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 34.2 in the Noometry coding category.

Which has the bigger context window?

Inkling-Small does, with 524K tokens against 262K.

How many benchmarks do Inkling-Small and Mistral Medium share?

23 benchmarks have published results for both models. Inkling-Small has 33 scored results on Noometry and Mistral Medium has 36.

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