Model comparison

Gemini 2.5 Flash-Lite vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 37.0 on the Noometry Index. Gemini 2.5 Flash-Lite costs 3.6× less per token, which makes it the better buy when Inkling-Small's lead doesn't matter for your workload.

Last verified . 19 shared benchmarks.

Gemini 2.5 Flash-Lite Google

37.0

Rank #211 Confirmed

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Summary

  • They share 19 benchmarks with published results for both. Gemini 2.5 Flash-Lite scores higher in 0 categories and Inkling-Small in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Inkling-Small leads 38.6 to 22.2.
  • Gemini 2.5 Flash-Lite is cheaper at $0.10 / $0.40 per million input/output tokens, against $0.45 / $1.20 for Inkling-Small.
  • Gemini 2.5 Flash-Lite accepts more context: 1.05M tokens versus 524K.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Gemini 2.5 Flash-Lite and Inkling-Small specifications
Gemini 2.5 Flash-LiteInkling-Small
ProviderGoogleThinking Machines Lab
Noometry Index37.046.5
Released2025-06-172026-07-15
WeightsProprietaryOpen
Context window1.05M524K
Max output66K1.05M
Input $ / M tokens$0.10$0.45
Output $ / M tokens$0.40$1.20
Results tracked3333

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Category by category

Coding Inkling-Small leads

Gemini 2.5 Flash-Lite: 38.5 (#173), Inkling-Small: 43.6 (#85)

Coding benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Coding13731451
LMArena WebDev—1409
SciCode—48.7%
WeirdML35.2%—
ALE-Bench325.9—

Agentic & Tool Use Not comparable

Gemini 2.5 Flash-Lite: 28.0 (#96), Inkling-Small: —

Agentic & Tool Use benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
Berkeley Function Calling Leaderboard36.9%—

Reasoning Inkling-Small leads

Gemini 2.5 Flash-Lite: 22.2 (#205), Inkling-Small: 38.6 (#63)

Reasoning benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Hard Prompts13771423
Epoch Capabilities Index133.94150.15
ARC-AGI-2—40.1%
Kagi LLM Benchmark40.5%—
ARC-AGI-1—84%
CritPt—8.3%
Chess Puzzles—18%
Mystery Game Puzzles—6%
DTBench62.8%—
LMCA18.1%—

Math Inkling-Small leads

Gemini 2.5 Flash-Lite: 38.0 (#144), Inkling-Small: 45.1 (#77)

Math benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Math13731459
FrontierMath (Tiers 1-3)—46.3%
FrontierMath Tier 4—17.1%
OTIS Mock AIME 2024-2025—90%
ProofBench—6%
Omni-MATH48%—

Knowledge Inkling-Small leads

Gemini 2.5 Flash-Lite: 32.5 (#210), Inkling-Small: 48.2 (#77)

Knowledge benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Expert13731442
GPQA Diamond—88.5%
SimpleQA Verified—19.1%
MMLU-Pro53.7%—
Vectara Hallucination Rate3.3%—
GPQA (HELM)30.9%—

Multimodal Inkling-Small leads

Gemini 2.5 Flash-Lite: 29.1 (#114), Inkling-Small: 39.1 (#62)

Multimodal benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Vision11981235
VPCT30%—

Multilingual Inkling-Small leads

Gemini 2.5 Flash-Lite: 49.3 (#134), Inkling-Small: 51.7 (#104)

Multilingual benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Non-English13691402
LMArena Chinese14041465
LMArena French13881436
LMArena German13891405
LMArena Japanese13591405
LMArena Korean13601363
LMArena Russian13731391
LMArena Spanish13961428

Instruction Following Inkling-Small leads

Gemini 2.5 Flash-Lite: 70.0 (#168), Inkling-Small: 73.8 (#114)

Instruction Following benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Instruction Following13671399
IFEval81%—

Long Context Inkling-Small leads

Gemini 2.5 Flash-Lite: 33.3 (#262), Inkling-Small: 42.7 (#118)

Long Context benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Longer Query13731401
Fiction.LiveBench47.2%—

Writing & Preference Inkling-Small leads

Gemini 2.5 Flash-Lite: 56.8 (#135), Inkling-Small: 59.6 (#107)

Writing & Preference benchmarks
BenchmarkGemini 2.5 Flash-LiteInkling-Small
LMArena Text13791414
LMArena Creative Writing13671331
LMArena Multi-Turn13661418
EQ-Bench Creative Writing—1491
WildBench81.8%—

Frequently asked questions

Is Gemini 2.5 Flash-Lite better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 37.0 on the Noometry Index. Gemini 2.5 Flash-Lite costs 3.6× less per token, which makes it the better buy when Inkling-Small's lead doesn't matter for your workload.

Which is cheaper, Gemini 2.5 Flash-Lite or Inkling-Small?

Gemini 2.5 Flash-Lite is cheaper. It lists at $0.10 per million input tokens and $0.40 per million output tokens; Inkling-Small lists at $0.45 and $1.20.

Is Gemini 2.5 Flash-Lite or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 38.5 in the Noometry coding category.

Which has the bigger context window?

Gemini 2.5 Flash-Lite does, with 1.05M tokens against 524K.

How many benchmarks do Gemini 2.5 Flash-Lite and Inkling-Small share?

19 benchmarks have published results for both models. Gemini 2.5 Flash-Lite has 33 scored results on Noometry and Inkling-Small has 33.

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