Data points: 112
The readout for DeepSeek V3.2 and O3 Mini, 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
112 data points
Includes 23 benchmark rows, 0 audit samples, and 10 provider examples.
Selection signal
Start with DeepSeek V3.2
The charts below split 33 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 O3 Minideepseek-v3-2-vs-o3-mini | Model A DeepSeek V3.2 | Model B O3 Mini |
|---|---|---|
| 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
O3 Mini
59.2
Selected category
Instruction following
O3 Mini leads by 44.9
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
DeepSeek V3.2
winner56.0
Rank #38/82 · confidence 1 · eval date 2025-12-01
O3 Mini
55.0
Rank #43/82 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner$0.420/M
Rank #12/95 · confidence 4
O3 Mini
$4.40/M
Rank #56/95 · confidence 4
DeepSeek V3.2
winner$0.315/M
Rank #19/95 · confidence 4
O3 Mini
$1.93/M
Rank #57/95 · confidence 4
DeepSeek V3.2
winner$0.280/M
Rank #25/95 · confidence 4
O3 Mini
$1.10/M
Rank #58/95 · confidence 4
DeepSeek V3.2
47.4
Rank #40/57 · confidence 1 · eval date 2025-12-01
O3 Mini
winner68.0
Rank #19/57 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner83.7%
Rank #24/74 · confidence 4
O3 Mini
80.2%
Rank #42/74 · confidence 4
DeepSeek V3.2
10.5%
Rank #54/103 · confidence 4
O3 Mini
winner12.3%
Rank #52/103 · confidence 4
DeepSeek V3.2
75.1%
Rank #57/103 · confidence 4
O3 Mini
winner77.3%
Rank #54/103 · confidence 4
DeepSeek V3.2
59.3%
Rank #32/70 · confidence 4
O3 Mini
winner73.4%
Rank #23/70 · confidence 4
DeepSeek V3.2
winner32.6
Rank #32/59 · confidence 1 · eval date 2025-12-01
O3 Mini
6.8
Rank #54/59 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner34.6
Rank #36/61 · confidence 1 · eval date 2025-12-01
O3 Mini
17.9
Rank #54/61 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner56.8
Rank #37/69 · confidence 1 · eval date 2025-12-01
O3 Mini
48.5
Rank #45/69 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
38.7
Rank #41/63 · confidence 1 · eval date 2025-12-01
O3 Mini
winner39.9
Rank #39/63 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
38.7%
Rank #53/101 · confidence 4
O3 Mini
winner39.8%
Rank #49/101 · confidence 4
DeepSeek V3.2
winner61.8
Rank #33/67 · confidence 1 · eval date 2025-12-01
O3 Mini
60.7
Rank #36/67 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner10.5
Rank #41/63 · confidence 1 · eval date 2025-12-01
O3 Mini
8.7
Rank #42/63 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner24.7
Rank #41/66 · confidence 1 · eval date 2025-12-01
O3 Mini
19.0
Rank #51/66 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner75.1
Rank #43/63 · confidence 1 · eval date 2025-12-01
O3 Mini
74.8
Rank #44/63 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner67.0
Rank #21/50 · confidence 1 · eval date 2025-12-01
O3 Mini
44.8
Rank #35/50 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
50.0
Rank #44/60 · confidence 1 · eval date 2025-12-01
O3 Mini
winner65.6
Rank #26/60 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
61.7
Rank #37/56 · confidence 1 · eval date 2025-12-01
O3 Mini
winner85.3
Rank #13/56 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
49.7
Rank #38/69 · confidence 1 · eval date 2025-12-01
O3 Mini
winner60.6
Rank #24/69 · confidence 1 · eval date 2025-01-31
DeepSeek V3.2
winner78.9
Rank #34/58 · confidence 1 · eval date 2025-12-01
O3 Mini
28.7
Rank #51/58 · confidence 1 · eval date 2025-01-31
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | DeepSeek V3.2 | O3 Mini |
|---|---|---|
| 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 | O3 Mini |
|---|---|---|
20 tests | DeepSeek V3.2 speed / latency 37 tok/s / 1522ms input / output No data |
This report only uses LMSpeed data for DeepSeek V3.2 and O3 Mini: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | DeepSeek V3.2 | O3 Mini |
|---|---|---|
| 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. | O3 Mini O3 Mini is stronger when you prioritize Average speed. |
TL;DR: DeepSeek V3.2 leads across 112 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from DeepSeek V3.2 vs O3 Mini 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. | O3 Mini exposes 200K tokens; notable signals: Text input, File input, Text output, Tool calling. |
|---|---|---|
| Developer | DeepSeek | OpenAI |
| Context window | 131.1K tokens | 200K tokens |
| Max output | 64K tokens | 100K tokens |
| Released | Dec 2025 | Feb 2025 |
| Modalities | Input Text Output Text | Input TextFile Output Text |
| Features | Text inputText outputTool callingStructured outputsJSON modeReasoning | Text inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
| Parameters | No data | No data |
| Tokenizer | DeepSeek | GPT |
| Knowledge cutoff | No data | 2023-10-31 |
| OpenRouter ID | deepseek/deepseek-v3.2 | openai/o3-mini-high |
| References | No data | No data |
O3 Mini
speed / latency
117 tok/s / 4809ms
input / output
No data
向量引擎10 tests | DeepSeek V3.2 speed / latency 34 tok/s / 2500ms input / output No data | O3 Mini speed / latency N/A / N/A input / output No data |
|---|
ZetaTechs API6 tests | DeepSeek V3.2 speed / latency N/A / N/A input / output No data | O3 Mini speed / latency 44 tok/s / 17418ms input / output No data |
|---|
AIHubMix5 tests | DeepSeek V3.2 speed / latency 28 tok/s / 1519ms input / output No data | O3 Mini speed / latency N/A / N/A input / output No data |
|---|
ChatGTP5 tests | DeepSeek V3.2 speed / latency 21 tok/s / 2512ms input / output No data | O3 Mini speed / latency N/A / N/A input / output No data |
|---|
DeepSeek V3.2 deepseek-ai/DeepSeek-V3.2 speed / latency No data input / output $0.019/M / $0.038/M | O3 Mini o3-mini-medium speed / latency No data input / output $0.151/M / $0.603/M |
DeepSeek V3.2 deepseek-v3.2 speed / latency No data input / output $1.03/M / $1.03/M | O3 Mini o3-mini-high speed / latency No data input / output $0.021/M / $0.082/M |
DeepSeek V3.2 DeepSeek-V3.2 speed / latency No data input / output $0.025/M / $0.025/M | O3 Mini o3-mini-2025-01-31 speed / latency No data input / output $1.10/M / $4.40/M |
DeepSeek V3.2 DeepSeek-V3.2 speed / latency No data input / output $0.025/M / $0.025/M | O3 Mini o3-mini-2025-01-31 speed / latency No data input / output $1.10/M / $4.40/M |
DeepSeek V3.2 deepseek-v3.2 speed / latency No data input / output $0.082/M / $0.123/M | O3 Mini o3-mini-medium speed / latency No data input / output $0.045/M / $0.181/M |
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
