Model comparison

Claude Haiku 5.5 vs Inkling

Claude Haiku 5.5 is the stronger model overall, scoring 49.5 to 44.1 on the Noometry Index.

Last verified . 6 shared benchmarks.

Claude Haiku 5.5 Anthropic

49.5

Rank #52 Confirmed

Inkling Thinking Machines Lab

44.1

Rank #80 Confirmed

Summary

  • They share 6 benchmarks with published results for both. Claude Haiku 5.5 scores higher in 2 categories and Inkling in 2 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Haiku 5.5 leads 73.6 to 31.3.
  • The biggest single-benchmark swing is FrontierMath (Tiers 1-3): 75.1% for Claude Haiku 5.5 and 33.3% for Inkling.
  • Claude Haiku 5.5 is cheaper at $0.10 / $0.50 per million input/output tokens, against $1.87 / $4.68 for Inkling.
  • Claude Haiku 5.5 accepts more context: 1M tokens versus 66K.
  • Inkling has downloadable open weights; the other is API-only.

Side by side

Claude Haiku 5.5 and Inkling specifications
Claude Haiku 5.5Inkling
ProviderAnthropicThinking Machines Lab
Noometry Index49.544.1
Released2026-10-072026-07-15
WeightsProprietaryOpen
Context window1M66K
Max output128K66K
Input $ / M tokens$0.10$1.87
Output $ / M tokens$0.50$4.68
Results tracked941

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Category by category

Coding Claude Haiku 5.5 leads

Claude Haiku 5.5: 49.2 (#50), Inkling: 34.5 (#234)

Coding benchmarks
BenchmarkClaude Haiku 5.5Inkling
LMArena WebDev15871413
FrontierCode—14%
FrontierSWE—4.1%
SciCode—47%
WeirdML—32.3%
LMArena Coding—1464
ALE-Bench—946

Agentic & Tool Use Not comparable

Claude Haiku 5.5: —, Inkling: 29.6 (#85)

Agentic & Tool Use benchmarks
BenchmarkClaude Haiku 5.5Inkling
APEX-Agents—33.8%
τ²-bench Banking—25%

Reasoning Inkling leads

Claude Haiku 5.5: 35.2 (#69), Inkling: 40.4 (#56)

Reasoning benchmarks
BenchmarkClaude Haiku 5.5Inkling
ARC-AGI-2—36.5%
SimpleBench—50%
NYT Connections (extended)65.7%—
ARC-AGI-1—79.5%
CritPt—5.4%
Chess Puzzles—21%
LMArena Hard Prompts—1451
Mystery Game Puzzles30%—
DTBench—87.5%
LMCA—37.6%
Epoch Capabilities Index—148.54

Math Claude Haiku 5.5 leads

Claude Haiku 5.5: 73.6 (#18), Inkling: 31.3 (#225)

Math benchmarks
BenchmarkClaude Haiku 5.5Inkling
FrontierMath (Tiers 1-3)75.1%33.3%
FrontierMath Tier 446.3%4.9%
OTIS Mock AIME 2024-202598.9%88.9%
ProofBench—0%
LMArena Math—1479

Knowledge Inkling leads

Claude Haiku 5.5: 50.8 (#70), Inkling: 55.1 (#49)

Knowledge benchmarks
BenchmarkClaude Haiku 5.5Inkling
GPQA Diamond89.6%88.3%
SimpleQA Verified23.8%40.3%
LMArena Expert—1465

Multimodal Not comparable

Claude Haiku 5.5: 43.7 (#21), Inkling: —

Multimodal benchmarks
BenchmarkClaude Haiku 5.5Inkling
Furniture Assembly47.5%—

Multilingual Not comparable

Claude Haiku 5.5: —, Inkling: 54.0 (#52)

Multilingual benchmarks
BenchmarkClaude Haiku 5.5Inkling
LMArena Non-English—1434
LMArena Chinese—1490
LMArena French—1458
LMArena German—1446
LMArena Japanese—1429
LMArena Korean—1404
LMArena Russian—1429
LMArena Spanish—1448

Instruction Following Not comparable

Claude Haiku 5.5: —, Inkling: 75.1 (#71)

Instruction Following benchmarks
BenchmarkClaude Haiku 5.5Inkling
LMArena Instruction Following—1426

Long Context Not comparable

Claude Haiku 5.5: —, Inkling: 43.8 (#86)

Long Context benchmarks
BenchmarkClaude Haiku 5.5Inkling
LMArena Longer Query—1434

Writing & Preference Not comparable

Claude Haiku 5.5: —, Inkling: 65.2 (#51)

Writing & Preference benchmarks
BenchmarkClaude Haiku 5.5Inkling
LMArena Text—1441
LMArena Creative Writing—1387
EQ-Bench Creative Writing—1611
EQ-Bench 4—1226
LMArena Multi-Turn—1436

Frequently asked questions

Is Claude Haiku 5.5 better than Inkling?

Claude Haiku 5.5 is the stronger model overall, scoring 49.5 to 44.1 on the Noometry Index.

Which is cheaper, Claude Haiku 5.5 or Inkling?

Claude Haiku 5.5 is cheaper. It lists at $0.10 per million input tokens and $0.50 per million output tokens; Inkling lists at $1.87 and $4.68.

Is Claude Haiku 5.5 or Inkling better for coding?

Claude Haiku 5.5 scores higher on coding benchmarks: 49.2 versus 34.5 in the Noometry coding category.

Which has the bigger context window?

Claude Haiku 5.5 does, with 1M tokens against 66K.

How many benchmarks do Claude Haiku 5.5 and Inkling share?

6 benchmarks have published results for both models. Claude Haiku 5.5 has 9 scored results on Noometry and Inkling has 41.

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