Model comparison

Claude Haiku 4.5 vs Grok 4.3

Grok 4.3 is the stronger model overall, scoring 43.6 to 39.3 on the Noometry Index.

Last verified . 34 shared benchmarks.

Claude Haiku 4.5 Anthropic

39.3

Rank #155 Confirmed

Grok 4.3 xAI

43.6

Rank #80 Confirmed

Summary

  • They share 34 benchmarks with published results for both. Claude Haiku 4.5 scores higher in 3 categories and Grok 4.3 in 7 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.3 leads 34.9 to 15.1.
  • The biggest single-benchmark swing is NYT Connections (extended): 14.3% for Claude Haiku 4.5 and 55.2% for Grok 4.3.
  • Grok 4.3 is cheaper at $1.25 / $2.50 per million input/output tokens, against $1 / $5 for Claude Haiku 4.5.
  • Grok 4.3 accepts more context: 1M tokens versus 200K.

Side by side

Claude Haiku 4.5 and Grok 4.3 specifications
Claude Haiku 4.5Grok 4.3
ProviderAnthropicxAI
Noometry Index39.343.6
Released2025-10-152026-04-17
WeightsProprietaryProprietary
Context window200K1M
Max output64K30K
Input $ / M tokens$1$1.25
Output $ / M tokens$5$2.50
Results tracked5340

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Category by category

Coding Claude Haiku 4.5 leads

Claude Haiku 4.5: 43.9 (#71), Grok 4.3: 41.3 (#117)

Coding benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
LMArena WebDev13301357
SciCode43.3%47.3%
WeirdML45.4%49.9%
LMArena Coding14541415
ALE-Bench653.48944.17
SWE-bench Verified (bash only)66.6%—
SWE-bench Multilingual64.7%—

Agentic & Tool Use Claude Haiku 4.5 leads

Claude Haiku 4.5: 33.5 (#50), Grok 4.3: 27.6 (#93)

Agentic & Tool Use benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
Vending-Bench 2458.8935.26
Terminal-Bench35.5%—
Berkeley Function Calling Leaderboard68.7%—
DeepResearch Bench45.5%—
BALROG31.2%—
ExploitBench13.7%—
GDP.pdf—8%
LMArena Search—1165

Reasoning Grok 4.3 leads

Claude Haiku 4.5: 15.1 (#310), Grok 4.3: 34.9 (#60)

Reasoning benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
NYT Connections (extended)14.3%55.2%
CritPt0%8%
Chess Puzzles8%25%
LMArena Hard Prompts14201397
DTBench73.6%90.7%
LMCA30.9%38.3%
Epoch Capabilities Index142.42149.13
ForecastBench61.460.3
ARC-AGI-24%—
ARC-AGI-147.7%—

Math Grok 4.3 leads

Claude Haiku 4.5: 43.0 (#69), Grok 4.3: 45.8 (#60)

Math benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
OTIS Mock AIME 2024-202566.7%93.3%
LMArena Math13951388
FrontierMath (Tiers 1-3)—42.8%
FrontierMath Tier 4—14.6%
ProofBench—11%
Omni-MATH56.1%—
MATH Level 596.4%—
FrontierMath (Feb 2025 set)5.9%—
FrontierMath Tier 4 (v1)2.1%—

Knowledge Grok 4.3 leads

Claude Haiku 4.5: 37.6 (#146), Grok 4.3: 52.5 (#57)

Knowledge benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
GPQA Diamond71.2%88.8%
SimpleQA Verified13.2%33.2%
LMArena Expert14431385
MMLU-Pro77.7%—
Vectara Hallucination Rate9.8%—
GPQA (HELM)60.5%—

Multimodal Grok 4.3 leads

Claude Haiku 4.5: 27.0 (#111), Grok 4.3: 31.6 (#96)

Multimodal benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
Blueprint-Bench 20%0%
LMArena Vision—1231
LMArena Document1420—

Multilingual Too close to call

Claude Haiku 4.5: 50.1 (#124), Grok 4.3: 50.7 (#114)

Multilingual benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
LMArena Non-English13761385
LMArena Chinese14151423
LMArena French14081412
LMArena German13771395
LMArena Japanese13391379
LMArena Korean13461357
LMArena Russian13801399
LMArena Spanish14201402

Instruction Following Too close to call

Claude Haiku 4.5: 71.6 (#144), Grok 4.3: 72.3 (#135)

Instruction Following benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
LMArena Instruction Following14141366
IFEval80.1%—

Long Context Claude Haiku 4.5 leads

Claude Haiku 4.5: 43.6 (#86), Grok 4.3: 42.5 (#118)

Long Context benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
LMArena Longer Query14271393

Writing & Preference Too close to call

Claude Haiku 4.5: 58.1 (#119), Grok 4.3: 58.6 (#112)

Writing & Preference benchmarks
BenchmarkClaude Haiku 4.5Grok 4.3
LMArena Text13961397
LMArena Creative Writing13711380
EQ-Bench 410641075
LMArena Multi-Turn14091406
WildBench83.9%—

Frequently asked questions

Is Claude Haiku 4.5 better than Grok 4.3?

Grok 4.3 is the stronger model overall, scoring 43.6 to 39.3 on the Noometry Index.

Which is cheaper, Claude Haiku 4.5 or Grok 4.3?

Grok 4.3 is cheaper. It lists at $1.25 per million input tokens and $2.50 per million output tokens; Claude Haiku 4.5 lists at $1 and $5.

Is Claude Haiku 4.5 or Grok 4.3 better for coding?

Claude Haiku 4.5 scores higher on coding benchmarks: 43.9 versus 41.3 in the Noometry coding category.

Which has the bigger context window?

Grok 4.3 does, with 1M tokens against 200K.

How many benchmarks do Claude Haiku 4.5 and Grok 4.3 share?

34 benchmarks have published results for both models. Claude Haiku 4.5 has 53 scored results on Noometry and Grok 4.3 has 40.

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