Model comparison
Claude Haiku 4.5 vs GPT-5.4 Pro
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 39.3 on the Noometry Index. Claude Haiku 4.5 costs 34× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Last verified . 11 shared benchmarks.
Summary
- They share 11 benchmarks with published results for both. Claude Haiku 4.5 scores higher in 1 category and GPT-5.4 Pro in 3 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 71.0 to 15.1.
- The biggest single-benchmark swing is ARC-AGI-2: 4% for Claude Haiku 4.5 and 83.3% for GPT-5.4 Pro.
- Claude Haiku 4.5 is cheaper at $1 / $5 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 200K.
Side by side
| Claude Haiku 4.5 | GPT-5.4 Pro | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| Noometry Index | 39.3 | 58.8 |
| Released | 2025-10-15 | 2026-03-05 |
| Weights | Proprietary | Proprietary |
| Context window | 200K | 1.05M |
| Max output | 64K | 128K |
| Input $ / M tokens | $1 | $30 |
| Output $ / M tokens | $5 | $180 |
| Results tracked | 53 | 16 |
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Category by category
Coding Claude Haiku 4.5 leads
Claude Haiku 4.5: 43.9 (#71), GPT-5.4 Pro: 42.6 (#89)
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| WeirdML | 45.4% | 57.4% |
| SWE-bench Verified (bash only) | 66.6% | — |
| LMArena WebDev | 1330 | — |
| SWE-bench Multilingual | 64.7% | — |
| SciCode | 43.3% | — |
| LMArena Coding | 1454 | — |
| ALE-Bench | 653.48 | — |
Agentic & Tool Use Not comparable
Claude Haiku 4.5: 33.5 (#50), GPT-5.4 Pro: —
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| Terminal-Bench | 35.5% | — |
| Berkeley Function Calling Leaderboard | 68.7% | — |
| DeepResearch Bench | 45.5% | — |
| BALROG | 31.2% | — |
| ExploitBench | 13.7% | — |
| Vending-Bench 2 | 458.89 | — |
Reasoning GPT-5.4 Pro leads
Claude Haiku 4.5: 15.1 (#310), GPT-5.4 Pro: 71.0 (#10)
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| ARC-AGI-2 | 4% | 83.3% |
| ARC-AGI-1 | 47.7% | 94.5% |
| CritPt | 0% | 30% |
| Chess Puzzles | 8% | 58.6% |
| Epoch Capabilities Index | 142.42 | 159.12 |
| SimpleBench | — | 74.1% |
| NYT Connections (extended) | 14.3% | — |
| EnigmaEval | — | 23.8% |
| LMArena Hard Prompts | 1420 | — |
| DTBench | 73.6% | — |
| LMCA | 30.9% | — |
| ForecastBench | 61.4 | — |
Math GPT-5.4 Pro leads
Claude Haiku 4.5: 43.0 (#69), GPT-5.4 Pro: 72.0 (#17)
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| FrontierMath (Feb 2025 set) | 5.9% | 50% |
| FrontierMath Tier 4 (v1) | 2.1% | 37.5% |
| FrontierMath (Tiers 1-3) | — | 82.5% |
| FrontierMath Tier 4 | — | 58.5% |
| OTIS Mock AIME 2024-2025 | 66.7% | — |
| Omni-MATH | 56.1% | — |
| LMArena Math | 1395 | — |
| MATH Level 5 | 96.4% | — |
Knowledge GPT-5.4 Pro leads
Claude Haiku 4.5: 37.6 (#146), GPT-5.4 Pro: 68.3 (#6)
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| GPQA Diamond | 71.2% | 94.6% |
| SimpleQA Verified | 13.2% | 46.3% |
| Vectara Hallucination Rate | 9.8% | 8.3% |
| Humanity's Last Exam | — | 44.3% |
| MMLU-Pro | 77.7% | — |
| GPQA (HELM) | 60.5% | — |
| LMArena Expert | 1443 | — |
Multimodal Not comparable
Claude Haiku 4.5: 27.0 (#111), GPT-5.4 Pro: —
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| Blueprint-Bench 2 | 0% | — |
| LMArena Document | 1420 | — |
Multilingual Not comparable
Claude Haiku 4.5: 50.1 (#124), GPT-5.4 Pro: —
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Non-English | 1376 | — |
| LMArena Chinese | 1415 | — |
| LMArena French | 1408 | — |
| LMArena German | 1377 | — |
| LMArena Japanese | 1339 | — |
| LMArena Korean | 1346 | — |
| LMArena Russian | 1380 | — |
| LMArena Spanish | 1420 | — |
Instruction Following Not comparable
Claude Haiku 4.5: 71.6 (#144), GPT-5.4 Pro: —
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| IFEval | 80.1% | — |
| LMArena Instruction Following | 1414 | — |
Long Context Not comparable
Claude Haiku 4.5: 43.6 (#86), GPT-5.4 Pro: —
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Longer Query | 1427 | — |
Writing & Preference Not comparable
Claude Haiku 4.5: 58.1 (#119), GPT-5.4 Pro: —
| Benchmark | Claude Haiku 4.5 | GPT-5.4 Pro |
|---|---|---|
| LMArena Text | 1396 | — |
| LMArena Creative Writing | 1371 | — |
| WildBench | 83.9% | — |
| EQ-Bench 4 | 1064 | — |
| LMArena Multi-Turn | 1409 | — |
Frequently asked questions
Is Claude Haiku 4.5 better than GPT-5.4 Pro?
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 39.3 on the Noometry Index. Claude Haiku 4.5 costs 34× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Which is cheaper, Claude Haiku 4.5 or GPT-5.4 Pro?
Claude Haiku 4.5 is cheaper. It lists at $1 per million input tokens and $5 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Is Claude Haiku 4.5 or GPT-5.4 Pro better for coding?
Claude Haiku 4.5 scores higher on coding benchmarks: 43.9 versus 42.6 in the Noometry coding category.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 200K.
How many benchmarks do Claude Haiku 4.5 and GPT-5.4 Pro share?
11 benchmarks have published results for both models. Claude Haiku 4.5 has 53 scored results on Noometry and GPT-5.4 Pro has 16.