Data points: 129
The readout for DeepSeek V3.2 and Gemini 3.1 Pro, before the detailed comparison sheet.
Decision read
DeepSeek V3.2
DeepSeek V3.2 currently has the stronger profile, with verified wins split 5 to 1.
Evidence depth
129 data points
Includes 32 benchmark rows, 0 audit samples, and 7 provider examples.
Selection signal
Start with DeepSeek V3.2
The charts below split 39 high-signal samples across speed, scores, and audit health.
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.
Model compare DeepSeek V3.2 vs Gemini 3.1 Prodeepseek-v3-2-vs-gemini-3-1-pro | Model A DeepSeek V3.2 | Model B Gemini 3.1 Pro |
|---|---|---|
| Overall leader | Leading | Contender |
| Verified metric wins | 5 wins | 1 wins |
| Where it leads | Cheapest input price, First-token latency, Free providers, Provider coverage, Recent tests |
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
Avg. score
DeepSeek V3.2
54.3
Avg. score
Gemini 3.1 Pro
65.2
Selected category
Instruction following
Gemini 3.1 Pro leads by 28.1
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
DeepSeek V3.2
56.0
Rank #38/82 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner88.0
Rank #5/82 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
winner$0.420/M
Rank #12/95 · confidence 4
Gemini 3.1 Pro
$12.00/M
Rank #73/95 · confidence 4
DeepSeek V3.2
winner$0.315/M
Rank #19/95 · confidence 4
Gemini 3.1 Pro
$4.50/M
Rank #73/95 · confidence 4
DeepSeek V3.2
winner$0.280/M
Rank #25/95 · confidence 4
Gemini 3.1 Pro
$2.00/M
Rank #72/95 · confidence 4
DeepSeek V3.2
47.4
Rank #40/57 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner96.4
Rank #2/57 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
75.1%
Rank #57/103 · confidence 4
Gemini 3.1 Pro
winner94.1%
Rank #2/103 · confidence 4
DeepSeek V3.2
0.9
Rank #36/44 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner17.7
Rank #5/44 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
10.5%
Rank #54/103 · confidence 4
Gemini 3.1 Pro
winner44.7%
Rank #5/103 · confidence 4
DeepSeek V3.2
39.0
Rank #49/57 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner72.7
Rank #7/57 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
34.6
Rank #36/61 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner68.8
Rank #1/61 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
38.7
Rank #41/63 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner58.9
Rank #1/63 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
38.7%
Rank #53/101 · confidence 4
Gemini 3.1 Pro
winner58.9%
Rank #2/101 · confidence 4
DeepSeek V3.2
56.8
Rank #37/69 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner93.2
Rank #4/69 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
32.6
Rank #32/59 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner53.8
Rank #4/59 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
71.5
Rank #9/10 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner78.9
Rank #5/10 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
winner70.6
Rank #24/51 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
67.0
Rank #28/51 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
75.1
Rank #43/63 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner94.1
Rank #1/63 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
winner93.5
Rank #1/58 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
49.9
Rank #46/58 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
10.5
Rank #41/63 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner44.7
Rank #2/63 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
24.2
Rank #41/58 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner55.3
Rank #2/58 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
24.7
Rank #41/66 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner46.5
Rank #5/66 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
61.8
Rank #33/67 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner93.3
Rank #6/67 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
67.0
Rank #21/50 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner100.0
Rank #1/50 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
50.0
Rank #44/60 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner84.0
Rank #10/60 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
1218.0
Rank #27/46 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner1294.0
Rank #10/46 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
49.0
Rank #35/60 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner77.1
Rank #4/60 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
61.7
Rank #37/56 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner93.2
Rank #6/56 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
78.9
Rank #34/58 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner95.6
Rank #9/58 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
40.2
Rank #21/21 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner57.8
Rank #10/21 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
29.6
Rank #35/36 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner56.9
Rank #11/36 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
49.7
Rank #38/69 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
winner66.9
Rank #21/69 · confidence 3 · eval date 2026-02-19
DeepSeek V3.2
winner39.8
Rank #36/57 · confidence 1 · eval date 2025-12-01
Gemini 3.1 Pro
21.4
Rank #49/57 · confidence 3 · eval date 2026-02-19
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | DeepSeek V3.2 | Gemini 3.1 Pro |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | DeepSeek V3.2 | Gemini 3.1 Pro |
|---|---|---|
85 tests | DeepSeek V3.2 speed / latency 29 tok/s / 3036ms input / output No data |
This report only uses LMSpeed data for DeepSeek V3.2 and Gemini 3.1 Pro: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | DeepSeek V3.2 | Gemini 3.1 Pro |
|---|---|---|
| When to choose each model | DeepSeek V3.2 DeepSeek V3.2 is stronger when you prioritize Cheapest input price, First-token latency, Free providers, Provider coverage, Recent tests. | Gemini 3.1 Pro Gemini 3.1 Pro is stronger when you prioritize Average speed. |
TL;DR: DeepSeek V3.2 leads across 129 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from DeepSeek V3.2 vs Gemini 3.1 Pro into nearby model comparisons with enough verified LMSpeed data.
| Average speed |
| Model metadata | DeepSeek V3.2 exposes 131.1K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. | Gemini 3.1 Pro exposes 1.0M tokens; notable signals: Text input, Image input, File input, Audio input. |
|---|---|---|
| Developer | DeepSeek | |
| Context window | 131.1K tokens | 1.0M tokens |
| Max output | 64K tokens | 65.5K tokens |
| Released | Dec 2025 | Feb 2026 |
| Modalities | Input Text Output Text | Input AudioFileImageTextvideo Output Text |
| Features | Text inputText outputTool callingStructured outputsJSON modeReasoning | Text inputImage inputFile inputAudio inputText outputTool callingStructured outputsJSON modeReasoning |
| Parameters | No data | No data |
| Tokenizer | DeepSeek | Gemini |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | deepseek/deepseek-v3.2 | google/gemini-3.1-pro-preview |
| References | No data | No data |
Gemini 3.1 Pro
speed / latency
81 tok/s / 10086ms
input / output
No data
RinkoAI30 tests | DeepSeek V3.2 speed / latency 25 tok/s / 2484ms input / output No data | Gemini 3.1 Pro speed / latency N/A / N/A input / output No data |
|---|
N1N15 tests | DeepSeek V3.2 speed / latency 37 tok/s / 1522ms input / output No data | Gemini 3.1 Pro speed / latency N/A / N/A input / output No data |
|---|
AIHubMix10 tests | DeepSeek V3.2 speed / latency 28 tok/s / 1519ms input / output No data | Gemini 3.1 Pro speed / latency 70 tok/s / 25059ms input / output No data |
|---|
CatClaw API10 tests | DeepSeek V3.2 speed / latency N/A / N/A input / output No data | Gemini 3.1 Pro speed / latency 121 tok/s / 11404ms input / output No data |
|---|
DeepSeek V3.2 deepseek-ai/deepseek-v3.2 speed / latency No data input / output $0/M / $0/M | Gemini 3.1 Pro gemini-3.1-pro speed / latency No data input / output $2.00/M / $12.00/M |
DeepSeek V3.2 qwen3.5-omni-plus-thinking-nx speed / latency No data input / output $0.010/M / $0.010/M | Gemini 3.1 Pro gemini-3.1-pro-high speed / latency No data input / output $0.100/M / $0.100/M |
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.