Model comparison

Inkling vs Palm 2

Inkling is the stronger model overall, scoring 44.1 to 30.0 on the Noometry Index.

Last verified . 10 shared benchmarks.

Inkling Thinking Machines Lab

44.1

Rank #80 Confirmed

Palm 2 Google

30.0

Rank #298 Confirmed

Summary

  • They share 10 benchmarks with published results for both. Inkling scores higher in 7 categories and Palm 2 in 0 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Inkling leads 65.2 to 25.6.
  • Inkling has downloadable open weights; the other is API-only.

Side by side

Inkling and Palm 2 specifications
InklingPalm 2
ProviderThinking Machines LabGoogle
Noometry Index44.130.0
Released2026-07-15—
WeightsOpenProprietary
Context window66K—
Max output66K—
Input $ / M tokens$1.87—
Output $ / M tokens$4.68—
Results tracked4110

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Category by category

Coding Inkling leads

Inkling: 34.5 (#234), Palm 2: 29.0 (#311)

Coding benchmarks
BenchmarkInklingPalm 2
LMArena Coding1464994
FrontierCode14%—
LMArena WebDev1413—
FrontierSWE4.1%—
SciCode47%—
WeirdML32.3%—
ALE-Bench946—

Agentic & Tool Use Not comparable

Inkling: 29.6 (#85), Palm 2: —

Agentic & Tool Use benchmarks
BenchmarkInklingPalm 2
APEX-Agents33.8%—
τ²-bench Banking25%—

Reasoning Inkling leads

Inkling: 40.4 (#56), Palm 2: 19.1 (#271)

Reasoning benchmarks
BenchmarkInklingPalm 2
LMArena Hard Prompts14511005
ARC-AGI-236.5%—
SimpleBench50%—
ARC-AGI-179.5%—
CritPt5.4%—
Chess Puzzles21%—
DTBench87.5%—
LMCA37.6%—
Epoch Capabilities Index148.54—

Math Too close to call

Inkling: 31.3 (#225), Palm 2: 30.8 (#231)

Math benchmarks
BenchmarkInklingPalm 2
LMArena Math14791049
FrontierMath (Tiers 1-3)33.3%—
FrontierMath Tier 44.9%—
OTIS Mock AIME 2024-202588.9%—
ProofBench0%—

Knowledge Not comparable

Inkling: 55.1 (#49), Palm 2: —

Knowledge benchmarks
BenchmarkInklingPalm 2
GPQA Diamond88.3%—
SimpleQA Verified40.3%—
LMArena Expert1465—

Multilingual Inkling leads

Inkling: 54.0 (#52), Palm 2: 20.9 (#295)

Multilingual benchmarks
BenchmarkInklingPalm 2
LMArena Non-English1434916
LMArena Chinese1490887
LMArena French1458—
LMArena German1446—
LMArena Japanese1429—
LMArena Korean1404—
LMArena Russian1429—
LMArena Spanish1448—

Instruction Following Inkling leads

Inkling: 75.1 (#71), Palm 2: 51.0 (#296)

Instruction Following benchmarks
BenchmarkInklingPalm 2
LMArena Instruction Following14261010

Long Context Inkling leads

Inkling: 43.8 (#86), Palm 2: 30.8 (#285)

Long Context benchmarks
BenchmarkInklingPalm 2
LMArena Longer Query14341010

Writing & Preference Inkling leads

Inkling: 65.2 (#51), Palm 2: 25.6 (#304)

Writing & Preference benchmarks
BenchmarkInklingPalm 2
LMArena Text14411027
LMArena Creative Writing1387991
LMArena Multi-Turn1436994
EQ-Bench Creative Writing1611—
EQ-Bench 41226—

Frequently asked questions

Is Inkling better than Palm 2?

Inkling is the stronger model overall, scoring 44.1 to 30.0 on the Noometry Index.

Is Inkling or Palm 2 better for coding?

Inkling scores higher on coding benchmarks: 34.5 versus 29.0 in the Noometry coding category.

How many benchmarks do Inkling and Palm 2 share?

10 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Palm 2 has 10.

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