Model comparison
Gemini 2.5 Pro vs GPT-5.4 mini
Gemini 2.5 Pro and GPT-5.4 mini score almost the same on the Noometry Index (45.0 vs 45.0), so choose on price, context window or the category you care about most.
Last verified . 40 shared benchmarks.
Summary
- They share 40 benchmarks with published results for both. Gemini 2.5 Pro scores higher in 5 categories and GPT-5.4 mini in 5 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in long context, where Gemini 2.5 Pro leads 59.8 to 43.0.
- The biggest single-benchmark swing is Kagi LLM Benchmark: 70.3% for Gemini 2.5 Pro and 37.9% for GPT-5.4 mini.
- GPT-5.4 mini is cheaper at $0.75 / $4.50 per million input/output tokens, against $1.25 / $10 for Gemini 2.5 Pro.
- Gemini 2.5 Pro accepts more context: 1.05M tokens versus 400K.
Side by side
| Gemini 2.5 Pro | GPT-5.4 mini | |
|---|---|---|
| Provider | OpenAI | |
| Noometry Index | 45.0 | 45.0 |
| Released | 2025-03-25 | 2026-03-17 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 400K |
| Max output | 66K | 128K |
| Input $ / M tokens | $1.25 | $0.75 |
| Output $ / M tokens | $10 | $4.50 |
| Results tracked | 78 | 46 |
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Category by category
Coding GPT-5.4 mini leads
Gemini 2.5 Pro: 42.4 (#101), GPT-5.4 mini: 45.2 (#72)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| LMArena WebDev | 1227 | 1397 |
| SciCode | 42.8% | 49.9% |
| WeirdML | 54% | 60.3% |
| LMArena Coding | 1452 | 1438 |
| ALE-Bench | 785.52 | 1,189 |
| SWE-bench Verified | 57.6% | — |
| FrontierCode | — | 27% |
| SWE-bench Verified (bash only) | 53.6% | — |
| Aider Polyglot | 83.1% | — |
| GSO | 3.9% | — |
| LiveBench Coding | 85.9% | — |
| CadEval | 64% | — |
| AlgoTune | 1.51 | — |
Agentic & Tool Use Too close to call
Gemini 2.5 Pro: 29.2 (#88), GPT-5.4 mini: 29.9 (#81)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| DeepResearch Bench | 42.8% | 36.3% |
| Terminal-Bench | 32.6% | — |
| GDPval | 23.3% | — |
| Remote Labor Index | 0.8% | — |
| TheAgentCompany | 30.3% | — |
| τ²-bench Banking | 13.7% | — |
| BALROG | 43.3% | — |
| LMArena Search | 1142 | — |
| METR Time Horizons | 55.4% | — |
| Vending-Bench 2 | 573.64 | — |
Reasoning GPT-5.4 mini leads
Gemini 2.5 Pro: 28.8 (#99), GPT-5.4 mini: 30.4 (#85)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| ARC-AGI-2 | 4.9% | 18.9% |
| Kagi LLM Benchmark | 70.3% | 37.9% |
| ARC-AGI-1 | 41% | 63.7% |
| CritPt | 2% | 10% |
| Chess Puzzles | 20% | 24% |
| LMArena Hard Prompts | 1455 | 1424 |
| DTBench | 82.4% | 80% |
| LMCA | 34.8% | 40.8% |
| Epoch Capabilities Index | 145.32 | 148.84 |
| ForecastBench | 61.3 | 57 |
| SimpleBench | 62.4% | — |
| NYT Connections (extended) | — | 61.8% |
| EnigmaEval | 5.6% | — |
| Thematic Generalization | — | 61.7% |
| LiveBench Reasoning | 89.8% | — |
| Mystery Game Puzzles | — | 11% |
| LiveBench Data Analysis | 79.9% | — |
| LiveBench | 82.3% | — |
Math GPT-5.4 mini leads
Gemini 2.5 Pro: 32.5 (#213), GPT-5.4 mini: 45.5 (#75)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| FrontierMath (Tiers 1-3) | 24.6% | 51.2% |
| FrontierMath Tier 4 | 0% | 9.8% |
| OTIS Mock AIME 2024-2025 | 84.7% | 88.9% |
| LMArena Math | 1450 | 1419 |
| FrontierMath (Feb 2025 set) | 14.1% | 28.3% |
| FrontierMath Tier 4 (v1) | 4.2% | 2.1% |
| ProofBench | — | 21% |
| Omni-MATH | 41.6% | — |
| LiveBench Math | 90.2% | — |
| MATH Level 5 | 95.9% | — |
Knowledge Gemini 2.5 Pro leads
Gemini 2.5 Pro: 56.0 (#46), GPT-5.4 mini: 51.5 (#67)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| GPQA Diamond | 85.3% | 86.9% |
| Vectara Hallucination Rate | 7% | 5.5% |
| LMArena Expert | 1452 | 1435 |
| Humanity's Last Exam | 21.6% | — |
| SimpleQA Verified | — | 29.4% |
| MMLU-Pro | 86.3% | — |
| Confabulations | 10.6% | — |
| GPQA (HELM) | 74.9% | — |
Multimodal Gemini 2.5 Pro leads
Gemini 2.5 Pro: 45.2 (#18), GPT-5.4 mini: 39.7 (#56)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| LMArena Vision | 1263 | 1245 |
| GeoBench | 86% | — |
| VPCT | 48% | — |
| LMArena Document | 1421 | — |
| SpatialViz-Bench | 44.7% | — |
Multilingual Gemini 2.5 Pro leads
Gemini 2.5 Pro: 55.3 (#31), GPT-5.4 mini: 51.9 (#96)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| LMArena Non-English | 1451 | 1405 |
| LMArena Chinese | 1507 | 1446 |
| LMArena French | 1472 | 1440 |
| LMArena German | 1487 | 1409 |
| LMArena Japanese | 1461 | 1374 |
| LMArena Korean | 1434 | 1368 |
| LMArena Russian | 1461 | 1417 |
| LMArena Spanish | 1473 | 1405 |
Instruction Following Too close to call
Gemini 2.5 Pro: 75.0 (#75), GPT-5.4 mini: 74.1 (#102)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| LMArena Instruction Following | 1437 | 1405 |
| LiveBench Instruction Following | 80.6% | — |
| IFEval | 84% | — |
Long Context Gemini 2.5 Pro leads
Gemini 2.5 Pro: 59.8 (#5), GPT-5.4 mini: 43.0 (#112)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| LMArena Longer Query | 1449 | 1407 |
| Fiction.LiveBench | 91.7% | — |
Writing & Preference Too close to call
Gemini 2.5 Pro: 63.7 (#62), GPT-5.4 mini: 64.0 (#58)
| Benchmark | Gemini 2.5 Pro | GPT-5.4 mini |
|---|---|---|
| LMArena Text | 1458 | 1412 |
| LMArena Creative Writing | 1454 | 1370 |
| EQ-Bench Creative Writing | 1421 | 1665 |
| LMArena Multi-Turn | 1453 | 1429 |
| Short-Story Creative Writing | 83.8% | — |
| WildBench | 85.7% | — |
| LiveBench Language | 67.8% | — |
Frequently asked questions
Is Gemini 2.5 Pro better than GPT-5.4 mini?
Gemini 2.5 Pro and GPT-5.4 mini score almost the same on the Noometry Index (45.0 vs 45.0), so choose on price, context window or the category you care about most.
Which is cheaper, Gemini 2.5 Pro or GPT-5.4 mini?
GPT-5.4 mini is cheaper. It lists at $0.75 per million input tokens and $4.50 per million output tokens; Gemini 2.5 Pro lists at $1.25 and $10.
Is Gemini 2.5 Pro or GPT-5.4 mini better for coding?
GPT-5.4 mini scores higher on coding benchmarks: 45.2 versus 42.4 in the Noometry coding category.
Which has the bigger context window?
Gemini 2.5 Pro does, with 1.05M tokens against 400K.
How many benchmarks do Gemini 2.5 Pro and GPT-5.4 mini share?
40 benchmarks have published results for both models. Gemini 2.5 Pro has 78 scored results on Noometry and GPT-5.4 mini has 46.