Data points: 123
The readout for DeepSeek V3.2 and GPT-4o, before the detailed comparison sheet.
Decision read
DeepSeek V3.2
DeepSeek V3.2 currently has the stronger profile, with verified wins split 4 to 2.
Evidence depth
123 data points
Includes 26 benchmark rows, 1 audit samples, and 10 provider examples.
Selection signal
Start with DeepSeek V3.2
The charts below split 37 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 GPT-4odeepseek-v3-2-vs-gpt-4o | Model A DeepSeek V3.2 | Model B GPT-4o |
|---|---|---|
| Overall leader | Leading | Contender |
| Verified metric wins | 4 wins | 2 wins |
| Where it leads | Cheapest input price, 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
54.8
Avg. score
GPT-4o
42.8
Selected category
Coding
DeepSeek V3.2 leads by 23.7
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
DeepSeek V3.2
winner55.0
Rank #42/82 · confidence 1 · eval date 2025-12-01
GPT-4o
42.0
Rank #56/82 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner$0.420/M
Rank #11/95 · confidence 4
GPT-4o
$10.00/M
Rank #67/95 · confidence 4
DeepSeek V3.2
winner$0.315/M
Rank #18/95 · confidence 4
GPT-4o
$4.38/M
Rank #72/95 · confidence 4
DeepSeek V3.2
winner$0.280/M
Rank #25/95 · confidence 4
GPT-4o
$2.50/M
Rank #77/95 · confidence 4
DeepSeek V3.2
winner83.7%
Rank #24/74 · confidence 4
GPT-4o
74.0%
Rank #62/74 · confidence 4
DeepSeek V3.2
winner45.7
Rank #40/58 · confidence 1 · eval date 2025-12-01
GPT-4o
44.4
Rank #41/58 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner10.5%
Rank #54/103 · confidence 4
GPT-4o
2.9%
Rank #103/103 · confidence 4
DeepSeek V3.2
winner75.1%
Rank #57/103 · confidence 4
GPT-4o
52.1%
Rank #97/103 · confidence 4
DeepSeek V3.2
winner59.3%
Rank #32/70 · confidence 4
GPT-4o
31.7%
Rank #57/70 · confidence 4
DeepSeek V3.2
winner32.6
Rank #32/59 · confidence 1 · eval date 2025-12-01
GPT-4o
8.3
Rank #52/59 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner38.7
Rank #41/63 · confidence 1 · eval date 2025-12-01
GPT-4o
33.3
Rank #52/63 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner52.9
Rank #47/70 · confidence 1 · eval date 2025-12-01
GPT-4o
31.6
Rank #57/70 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner38.7%
Rank #53/101 · confidence 4
GPT-4o
33.1%
Rank #73/101 · confidence 4
DeepSeek V3.2
winner93.5
Rank #1/58 · confidence 1 · eval date 2025-12-01
GPT-4o
37.9
Rank #49/58 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner55.8
Rank #36/67 · confidence 1 · eval date 2025-12-01
GPT-4o
33.2
Rank #59/67 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner10.5
Rank #41/63 · confidence 1 · eval date 2025-12-01
GPT-4o
3.3
Rank #62/63 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner24.2
Rank #41/58 · confidence 1 · eval date 2025-12-01
GPT-4o
19.7
Rank #51/58 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner24.7
Rank #42/66 · confidence 1 · eval date 2025-12-01
GPT-4o
11.2
Rank #58/66 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner75.1
Rank #43/63 · confidence 1 · eval date 2025-12-01
GPT-4o
54.3
Rank #60/63 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner67.2
Rank #20/52 · confidence 1 · eval date 2025-12-01
GPT-4o
42.0
Rank #35/52 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner1217.0
Rank #29/48 · confidence 1 · eval date 2025-12-01
GPT-4o
874.0
Rank #47/48 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
51.3
Rank #43/60 · confidence 1 · eval date 2025-12-01
GPT-4o
winner62.0
Rank #32/60 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner49.0
Rank #35/60 · confidence 1 · eval date 2025-12-01
GPT-4o
34.3
Rank #56/60 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner60.7
Rank #41/58 · confidence 1 · eval date 2025-12-01
GPT-4o
59.9
Rank #43/58 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner56.5
Rank #29/68 · confidence 1 · eval date 2025-12-01
GPT-4o
38.3
Rank #50/68 · confidence 1 · eval date 2024-05-13
DeepSeek V3.2
winner78.9
Rank #34/58 · confidence 1 · eval date 2025-12-01
GPT-4o
25.1
Rank #52/58 · confidence 1 · eval date 2024-05-13
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | DeepSeek V3.2 | GPT-4o |
|---|---|---|
Winner: DeepSeek V3.2 | DeepSeek V3.2 deepseek-v3.2 Audit score 92 100 |
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | DeepSeek V3.2 | GPT-4o |
|---|---|---|
87 tests | DeepSeek V3.2 speed / latency 24 tok/s / 1857ms input / output No data |
This report only uses LMSpeed data for DeepSeek V3.2 and GPT-4o: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | DeepSeek V3.2 | GPT-4o |
|---|---|---|
| When to choose each model | DeepSeek V3.2 DeepSeek V3.2 is stronger when you prioritize Cheapest input price, Free providers, Provider coverage, Recent tests. | GPT-4o GPT-4o is stronger when you prioritize Average speed, First-token latency. |
TL;DR: DeepSeek V3.2 leads across 123 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from DeepSeek V3.2 vs GPT-4o into nearby model comparisons with enough verified LMSpeed data.
| Average speed, First-token latency |
| Model metadata | DeepSeek V3.2 exposes 131.1K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. | GPT-4o exposes 128K tokens; notable signals: Text input, Image input, File input, Text output. |
|---|---|---|
| Developer | DeepSeek | OpenAI |
| Context window | 131.1K tokens | 128K tokens |
| Max output | 64K tokens | 16.4K tokens |
| Released | Dec 2025 | Nov 2024 |
| Modalities | Input Text Output Text | Input TextImageFile Output Text |
| Features | Text inputText outputTool callingStructured outputsJSON modeReasoning | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeWeb search |
| Parameters | No data | No data |
| Tokenizer | DeepSeek | GPT |
| Knowledge cutoff | No data | 2023-10-31 |
| OpenRouter ID | deepseek/deepseek-v3.2 | openai/gpt-4o-2024-11-20 |
| References | No data | No data |
GPT-4o gpt-4o No audit yet |
GPT-4o
speed / latency
82 tok/s / 3100ms
input / output
No data
速创API20 tests | DeepSeek V3.2 speed / latency N/A / N/A input / output No data | GPT-4o speed / latency 88 tok/s / 1593ms input / output No data |
|---|
N1N15 tests | DeepSeek V3.2 speed / latency 37 tok/s / 1522ms input / output No data | GPT-4o speed / latency N/A / N/A input / output No data |
|---|
CatClaw API10 tests | DeepSeek V3.2 speed / latency N/A / N/A input / output No data | GPT-4o speed / latency 57 tok/s / 3381ms input / output No data |
|---|
向量引擎10 tests | DeepSeek V3.2 speed / latency 34 tok/s / 2500ms input / output No data | GPT-4o 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/M / $0/M | GPT-4o gpt-4o speed / latency No data input / output $2.50/M / $10.00/M |
DeepSeek V3.2 qwen3.5-omni-plus-thinking-nx speed / latency No data input / output $0.037/M / $0.037/M | GPT-4o gpt-4o speed / latency No data input / output $0.0013/M / $0.0050/M |
DeepSeek V3.2 qwen3.5-omni-plus-thinking-nx speed / latency No data input / output $0.037/M / $0.037/M | GPT-4o gpt-4o speed / latency No data input / output $0.0013/M / $0.0050/M |
DeepSeek V3.2 deepseek-v3.2 speed / latency No data input / output $0.018/M / $0.028/M | GPT-4o gpt-4o speed / latency No data input / output $0.171/M / $0.685/M |
DeepSeek V3.2 deepseek-ai/DeepSeek-V3.2 speed / latency No data input / output $0.019/M / $0.038/M | GPT-4o gpt-4o-2024-05-13 speed / latency No data input / output $0.685/M / $2.05/M |
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.