Model comparison
GPT-5.4 Pro vs Kimi K2 (Jul 2025)
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 40.9 on the Noometry Index. Kimi K2 (Jul 2025) costs 67× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Last verified . 6 shared benchmarks.
Summary
- They share 6 benchmarks with published results for both. GPT-5.4 Pro scores higher in 3 categories and Kimi K2 (Jul 2025) in 1 category; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 71.0 to 22.7.
- The biggest single-benchmark swing is SimpleBench: 74.1% for GPT-5.4 Pro and 26.3% for Kimi K2 (Jul 2025).
- Kimi K2 (Jul 2025) is cheaper at $0.57 / $2.30 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 262K.
- Kimi K2 (Jul 2025) has downloadable open weights; the other is API-only.
Side by side
| GPT-5.4 Pro | Kimi K2 (Jul 2025) | |
|---|---|---|
| Provider | OpenAI | Moonshot AI |
| Noometry Index | 58.8 | 40.9 |
| Released | 2026-03-05 | 2025-07-12 |
| Weights | Proprietary | Open |
| Context window | 1.05M | 262K |
| Max output | 128K | 262K |
| Input $ / M tokens | $30 | $0.57 |
| Output $ / M tokens | $180 | $2.30 |
| Results tracked | 16 | 42 |
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Category by category
Coding Too close to call
GPT-5.4 Pro: 42.6 (#89), Kimi K2 (Jul 2025): 43.1 (#83)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| WeirdML | 57.4% | 42.8% |
| SWE-bench Verified (bash only) | — | 63.4% |
| Aider Polyglot | — | 59.1% |
| GSO | — | 4.9% |
| LMArena Coding | — | 1399 |
| ALE-Bench | — | 597.5 |
Agentic & Tool Use Not comparable
GPT-5.4 Pro: —, Kimi K2 (Jul 2025): 32.2 (#59)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| Terminal-Bench | — | 35.7% |
| Berkeley Function Calling Leaderboard | — | 59.1% |
| METR Time Horizons | — | 59.2% |
Reasoning GPT-5.4 Pro leads
GPT-5.4 Pro: 71.0 (#10), Kimi K2 (Jul 2025): 22.7 (#173)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| SimpleBench | 74.1% | 26.3% |
| Epoch Capabilities Index | 159.12 | 146.02 |
| ARC-AGI-2 | 83.3% | — |
| Kagi LLM Benchmark | — | 64.4% |
| ARC-AGI-1 | 94.5% | — |
| CritPt | 30% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| LMArena Hard Prompts | — | 1384 |
| ForecastBench | — | 60.2 |
Math GPT-5.4 Pro leads
GPT-5.4 Pro: 72.0 (#17), Kimi K2 (Jul 2025): 40.1 (#81)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| FrontierMath (Feb 2025 set) | 50% | 21.4% |
| FrontierMath Tier 4 (v1) | 37.5% | 0% |
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| Omni-MATH | — | 65.4% |
| LMArena Math | — | 1396 |
Knowledge GPT-5.4 Pro leads
GPT-5.4 Pro: 68.3 (#6), Kimi K2 (Jul 2025): 36.9 (#153)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| Vectara Hallucination Rate | 8.3% | 17.9% |
| GPQA Diamond | 94.6% | — |
| Humanity's Last Exam | 44.3% | — |
| SimpleQA Verified | 46.3% | — |
| MMLU-Pro | — | 81.9% |
| Confabulations | — | 20.4% |
| GPQA (HELM) | — | 65.3% |
| LMArena Expert | — | 1363 |
Multilingual Not comparable
GPT-5.4 Pro: —, Kimi K2 (Jul 2025): 49.8 (#125)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| LMArena Non-English | — | 1372 |
| LMArena Chinese | — | 1416 |
| LMArena French | — | 1379 |
| LMArena German | — | 1386 |
| LMArena Japanese | — | 1349 |
| LMArena Korean | — | 1324 |
| LMArena Russian | — | 1384 |
| LMArena Spanish | — | 1383 |
Instruction Following Not comparable
GPT-5.4 Pro: —, Kimi K2 (Jul 2025): 71.3 (#151)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| IFEval | — | 85% |
| LMArena Instruction Following | — | 1347 |
Long Context Not comparable
GPT-5.4 Pro: —, Kimi K2 (Jul 2025): 41.2 (#140)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| Fiction.LiveBench | — | 66.7% |
| CL-bench | — | 17.6% |
| LMArena Longer Query | — | 1353 |
Writing & Preference Not comparable
GPT-5.4 Pro: —, Kimi K2 (Jul 2025): 62.5 (#76)
| Benchmark | GPT-5.4 Pro | Kimi K2 (Jul 2025) |
|---|---|---|
| LMArena Text | — | 1380 |
| LMArena Creative Writing | — | 1349 |
| Short-Story Creative Writing | — | 85.6% |
| EQ-Bench Creative Writing | — | 1666 |
| WildBench | — | 86.2% |
| LMArena Multi-Turn | — | 1371 |
Frequently asked questions
Is GPT-5.4 Pro better than Kimi K2 (Jul 2025)?
GPT-5.4 Pro is the stronger model overall, scoring 58.8 to 40.9 on the Noometry Index. Kimi K2 (Jul 2025) costs 67× 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, GPT-5.4 Pro or Kimi K2 (Jul 2025)?
Kimi K2 (Jul 2025) is cheaper. It lists at $0.57 per million input tokens and $2.30 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Is GPT-5.4 Pro or Kimi K2 (Jul 2025) better for coding?
They score almost the same on coding (42.6 vs 43.1); test both on your own repository before choosing.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 262K.
How many benchmarks do GPT-5.4 Pro and Kimi K2 (Jul 2025) share?
6 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Kimi K2 (Jul 2025) has 42.