Model comparison

Amazon Nova Experimental Chat 10 09 vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 41.9 on the Noometry Index.

Last verified . 9 shared benchmarks.

Summary

  • They share 9 benchmarks with published results for both. Amazon Nova Experimental Chat 10 09 scores higher in 0 categories and Inkling-Small in 6 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Inkling-Small leads 38.6 to 27.3.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Amazon Nova Experimental Chat 10 09 and Inkling-Small specifications
Amazon Nova Experimental Chat 10 09Inkling-Small
ProviderAmazonThinking Machines Lab
Noometry Index41.946.5
Released—2026-07-15
WeightsProprietaryOpen
Context window—524K
Max output—1.05M
Input $ / M tokens—$0.45
Output $ / M tokens—$1.20
Results tracked933

Sponsored placements are available on pages like this one. Advertise on Noometry

Category by category

Coding Inkling-Small leads

Amazon Nova Experimental Chat 10 09: 40.2 (#145), Inkling-Small: 43.6 (#85)

Coding benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
LMArena Coding13701451
LMArena WebDev—1409
SciCode—48.7%

Reasoning Inkling-Small leads

Amazon Nova Experimental Chat 10 09: 27.3 (#120), Inkling-Small: 38.6 (#63)

Reasoning benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
LMArena Hard Prompts13561423
ARC-AGI-2—40.1%
ARC-AGI-1—84%
CritPt—8.3%
Chess Puzzles—18%
Mystery Game Puzzles—6%
Epoch Capabilities Index—150.15

Math Not comparable

Amazon Nova Experimental Chat 10 09: —, Inkling-Small: 45.1 (#77)

Math benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
FrontierMath (Tiers 1-3)—46.3%
FrontierMath Tier 4—17.1%
OTIS Mock AIME 2024-2025—90%
ProofBench—6%
LMArena Math—1459

Knowledge Not comparable

Amazon Nova Experimental Chat 10 09: —, Inkling-Small: 48.2 (#77)

Knowledge benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
GPQA Diamond—88.5%
SimpleQA Verified—19.1%
LMArena Expert—1442

Multimodal Not comparable

Amazon Nova Experimental Chat 10 09: —, Inkling-Small: 39.1 (#62)

Multimodal benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
LMArena Vision—1235

Multilingual Inkling-Small leads

Amazon Nova Experimental Chat 10 09: 47.3 (#150), Inkling-Small: 51.7 (#104)

Multilingual benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
LMArena Non-English13401402
LMArena Chinese13411465
LMArena French—1436
LMArena German—1405
LMArena Japanese—1405
LMArena Korean—1363
LMArena Russian—1391
LMArena Spanish—1428

Instruction Following Inkling-Small leads

Amazon Nova Experimental Chat 10 09: 69.4 (#172), Inkling-Small: 73.8 (#114)

Instruction Following benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
LMArena Instruction Following13151399

Long Context Inkling-Small leads

Amazon Nova Experimental Chat 10 09: 40.5 (#152), Inkling-Small: 42.7 (#118)

Long Context benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
LMArena Longer Query13331401

Writing & Preference Inkling-Small leads

Amazon Nova Experimental Chat 10 09: 54.7 (#149), Inkling-Small: 59.6 (#107)

Writing & Preference benchmarks
BenchmarkAmazon Nova Experimental Chat 10 09Inkling-Small
LMArena Text13641414
LMArena Creative Writing13071331
LMArena Multi-Turn13551418
EQ-Bench Creative Writing—1491

Frequently asked questions

Is Amazon Nova Experimental Chat 10 09 better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 41.9 on the Noometry Index.

Is Amazon Nova Experimental Chat 10 09 or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 40.2 in the Noometry coding category.

How many benchmarks do Amazon Nova Experimental Chat 10 09 and Inkling-Small share?

9 benchmarks have published results for both models. Amazon Nova Experimental Chat 10 09 has 9 scored results on Noometry and Inkling-Small has 33.

Related comparisons

Go deeper