Data points: 81
Model compare
Gemini 3.1 Pro vs O3 Mini
The readout for Gemini 3.1 Pro and O3 Mini, before the detailed comparison sheet.
Key Takeaways
Weighted outcome: Gemini 3.1 Pro. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
Gemini 3.1 Pro
Gemini 3.1 Pro has the higher weighted result; Model A / B score 65.3 to 34.7.
Evidence depth
81 data points
Includes 8 benchmark rows, 0 audit samples, and 10 provider examples.
Selection signal
Start with Gemini 3.1 Pro
The charts below split 18 high-signal samples across speed, scores, and audit health.
Change comparison
Switch either side of this report to compare another model with the same LMSpeed data pipeline.
Select a different model to open a new comparison URL.
Comparison sheet
This report only uses LMSpeed data for Gemini 3.1 Pro and O3 Mini: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Gemini 3.1 Pro | O3 Mini |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 65.3 pts | 34.7 pts |
| Benchmark category leads | 4 categories | 2 categories |
| Operational advantages | Average speed, Free providers, Provider coverage | Cheapest input price, First-token latency |
| Context window | 1.0M tokens | 200K tokens |
| Max output | 65.5K tokens | 100K tokens |
| Modalities | Input AudioFileImageTextvideo Output Text | Input TextFile Output Text |
| Features | Text inputImage inputFile inputAudio inputText outputTool callingStructured outputsJSON modeReasoning | Text inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
Model metadata
Model metadata
| Model compare | Gemini 3.1 Pro | O3 Mini |
|---|---|---|
| Developer | OpenAI | |
| Released | Feb 2026 | Feb 2025 |
| Parameters | No data | No data |
| Tokenizer | Gemini | GPT |
| Knowledge cutoff | No data | 2023-10-31 |
| OpenRouter ID | google/gemini-3.1-pro-preview | openai/o3-mini |
| References | No data | No data |
When to choose each model
This report only uses LMSpeed data for Gemini 3.1 Pro and O3 Mini: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
Gemini 3.1 Pro
Gemini 3.1 Pro is stronger in benchmark categories (Agents, Coding, Reasoning, Knowledge) and operational dimensions (Average speed, Free providers, Provider coverage).
O3 Mini
O3 Mini is stronger in benchmark categories (Math, Instruction following) and operational dimensions (Cheapest input price, First-token latency).
Benchmark score comparison
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Category performance
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
- Model A coverage
- 8 / 8
- Model B coverage
- 6 / 8
- Shared
- 6 shared categories
Avg. score
Gemini 3.1 Pro
57
Avg. score
O3 Mini
48.3
Agents
Gemini 3.1 Pro leads by 10.8
Coding
Gemini 3.1 Pro leads by 18.0
Reasoning
Gemini 3.1 Pro leads by 8.1
Knowledge
Gemini 3.1 Pro leads by 9.2
Math
O3 Mini leads by 3.9
Multilingual
Gemini 3.1 Pro
Multimodal
Gemini 3.1 Pro
Instruction following
O3 Mini leads by 0.3
Professional benchmark details
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Professional benchmark details
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Gemini 3.1 Pro
winner67.0
Rank #27/111 · confidence 3 · eval date 2026-02-19
O3 Mini
51.0
Rank #78/111 · confidence 1 · eval date 2025-01-31
Gemini 3.1 Pro
winner58.7
Rank #6/113 · confidence 3 · eval date 2026-02-19
O3 Mini
39.9
Rank #76/113 · confidence 1 · eval date 2025-01-31
Gemini 3.1 Pro
winner74.3
Rank #8/87 · confidence 3 · eval date 2026-02-19
O3 Mini
21.3
Rank #86/87 · confidence 1 · eval date 2025-01-31
Gemini 3.1 Pro
winner94.1
Rank #5/113 · confidence 3 · eval date 2026-02-19
O3 Mini
74.8
Rank #87/113 · confidence 1 · eval date 2025-01-31
Gemini 3.1 Pro
winner47.0
Rank #10/114 · confidence 3 · eval date 2026-02-19
O3 Mini
7.9
Rank #89/114 · confidence 1 · eval date 2025-01-31
Gemini 3.1 Pro
winner79.2
Rank #20/83 · confidence 3 · eval date 2026-02-19
O3 Mini
65.6
Rank #48/83 · confidence 1 · eval date 2025-01-31
Gemini 3.1 Pro
winner30.4
Rank #48/117 · confidence 3 · eval date 2026-02-19
O3 Mini
19.2
Rank #88/117 · confidence 1 · eval date 2025-01-31
Gemini 3.1 Pro
winner95.6
Rank #17/82 · confidence 3 · eval date 2026-02-19
O3 Mini
28.7
Rank #72/82 · confidence 1 · eval date 2025-01-31
API audit comparison
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
API audit comparison
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Gemini 3.1 Pro | O3 Mini |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Provider examples
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
Provider examples
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | Gemini 3.1 Pro | O3 Mini |
|---|---|---|
丸美小沐25 tests | Gemini 3.1 Pro speed / latency N/A / N/A input / output No data | O3 Mini speed / latency 66 tok/s / 6491ms input / output No data |
ZetaTechs API6 tests | Gemini 3.1 Pro speed / latency N/A / N/A input / output No data | O3 Mini speed / latency 44 tok/s / 17418ms input / output No data |
AIHubMix5 tests | Gemini 3.1 Pro speed / latency 70 tok/s / 25059ms input / output No data | O3 Mini speed / latency N/A / N/A input / output No data |
N1N5 tests | Gemini 3.1 Pro speed / latency N/A / N/A input / output No data | O3 Mini speed / latency 117 tok/s / 4809ms input / output No data |
艾可API5 tests | Gemini 3.1 Pro speed / latency 70 tok/s / 18615ms input / output No data | O3 Mini speed / latency N/A / N/A input / output No data |
Gemini 3.1 Pro gemini-3.1-pro-preview-low speed / latency No data input / output $0/request | O3 Mini o3-mini-medium speed / latency No data input / output $0/request | |
Gemini 3.1 Pro gemini-3.1-pro-preview speed / latency No data input / output $0.274/M/$1.64/M | O3 Mini o3-mini-all speed / latency No data input / output $0.0033/request | |
Gemini 3.1 Pro gemini-3.1-pro-preview speed / latency No data input / output $0.274/M/$1.64/M | O3 Mini o3-mini-all speed / latency No data input / output $0.0033/request | |
Gemini 3.1 Pro gemini-3.1-pro-preview speed / latency No data input / output $0.0052/request | O3 Mini o3-mini speed / latency No data input / output $0.075/M/$0.301/M | |
Gemini 3.1 Pro gemini-3.1-pro-preview-c speed / latency No data input / output $0.0055/request | O3 Mini o3-mini-all speed / latency No data input / output $0.0095/request |
FAQ
Weighted outcome: Gemini 3.1 Pro. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
- Why is this comparison indexable?
- It has 6 verifiable comparison points, and both models have pricing or benchmark data.
- Are missing metrics invented?
- No. Metrics without LMSpeed data are omitted from this report.
