Model comparison
Gemma 3 12B vs GPT-5.5 Pro
GPT-5.5 Pro is the stronger model overall, scoring 64.3 to 31.8 on the Noometry Index. Gemma 3 12B costs 900× less per token, which makes it the better buy when GPT-5.5 Pro's lead doesn't matter for your workload.
Last verified . 7 shared benchmarks.
Summary
- They share 7 benchmarks with published results for both. Gemma 3 12B scores higher in 0 categories and GPT-5.5 Pro in 3 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-5.5 Pro leads 83.8 to 21.0.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 16.7% for Gemma 3 12B and 100% for GPT-5.5 Pro.
- Gemma 3 12B is cheaper at $0.05 / $0.15 per million input/output tokens, against $30 / $180 for GPT-5.5 Pro.
- GPT-5.5 Pro accepts more context: 1.05M tokens versus 131K.
- Gemma 3 12B has downloadable open weights; the other is API-only.
Side by side
| Gemma 3 12B | GPT-5.5 Pro | |
|---|---|---|
| Provider | OpenAI | |
| Noometry Index | 31.8 | 64.3 |
| Released | 2025-03-12 | 2026-04-23 |
| Weights | Open | Proprietary |
| Context window | 131K | 1.05M |
| Max output | 8K | 128K |
| Input $ / M tokens | $0.05 | $30 |
| Output $ / M tokens | $0.15 | $180 |
| Results tracked | 24 | 14 |
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Category by category
Coding Not comparable
Gemma 3 12B: 31.2 (#276), GPT-5.5 Pro: —
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| SciCode | 17.4% | — |
| LMArena Coding | 1281 | — |
Agentic & Tool Use Not comparable
Gemma 3 12B: 25.3 (#101), GPT-5.5 Pro: —
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| Berkeley Function Calling Leaderboard | 30.4% | — |
Reasoning GPT-5.5 Pro leads
Gemma 3 12B: 15.2 (#307), GPT-5.5 Pro: 73.6 (#7)
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| CritPt | 0% | 30.6% |
| Chess Puzzles | 0% | 64% |
| DTBench | 48.8% | 96% |
| LMCA | 4.5% | 53.9% |
| Epoch Capabilities Index | 123.49 | 162.45 |
| ARC-AGI-2 | — | 84.6% |
| SimpleBench | — | 76.9% |
| ARC-AGI-1 | — | 96.5% |
| LMArena Hard Prompts | 1309 | — |
Math GPT-5.5 Pro leads
Gemma 3 12B: 21.0 (#273), GPT-5.5 Pro: 83.8 (#8)
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 16.7% | 100% |
| FrontierMath (Tiers 1-3) | — | 87.7% |
| FrontierMath Tier 4 | — | 78% |
| LMArena Math | 1307 | — |
| FrontierMath (Feb 2025 set) | — | 52.4% |
| FrontierMath Tier 4 (v1) | — | 39.6% |
Knowledge GPT-5.5 Pro leads
Gemma 3 12B: 26.5 (#250), GPT-5.5 Pro: 64.2 (#17)
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| GPQA Diamond | 39.5% | 93.9% |
| Vectara Hallucination Rate | 4.4% | — |
| LMArena Expert | 1248 | — |
Multimodal Not comparable
Gemma 3 12B: —, GPT-5.5 Pro: —
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| MindCube | 46.7% | — |
Multilingual Not comparable
Gemma 3 12B: 45.9 (#160), GPT-5.5 Pro: —
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| LMArena Non-English | 1318 | — |
| LMArena German | 1370 | — |
| LMArena Russian | 1335 | — |
Instruction Following Not comparable
Gemma 3 12B: 68.8 (#179), GPT-5.5 Pro: —
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| LMArena Instruction Following | 1299 | — |
Long Context Not comparable
Gemma 3 12B: 40.0 (#157), GPT-5.5 Pro: —
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| LMArena Longer Query | 1317 | — |
Writing & Preference Not comparable
Gemma 3 12B: 47.7 (#205), GPT-5.5 Pro: —
| Benchmark | Gemma 3 12B | GPT-5.5 Pro |
|---|---|---|
| LMArena Text | 1334 | — |
| LMArena Creative Writing | 1331 | — |
| EQ-Bench Creative Writing | 1126 | — |
| LMArena Multi-Turn | 1334 | — |
Frequently asked questions
Is Gemma 3 12B better than GPT-5.5 Pro?
GPT-5.5 Pro is the stronger model overall, scoring 64.3 to 31.8 on the Noometry Index. Gemma 3 12B costs 900× less per token, which makes it the better buy when GPT-5.5 Pro's lead doesn't matter for your workload.
Which is cheaper, Gemma 3 12B or GPT-5.5 Pro?
Gemma 3 12B is cheaper. It lists at $0.05 per million input tokens and $0.15 per million output tokens; GPT-5.5 Pro lists at $30 and $180.
Which has the bigger context window?
GPT-5.5 Pro does, with 1.05M tokens against 131K.
How many benchmarks do Gemma 3 12B and GPT-5.5 Pro share?
7 benchmarks have published results for both models. Gemma 3 12B has 24 scored results on Noometry and GPT-5.5 Pro has 14.