Data points: 81
The readout for GPT-4o Mini and GPT-5.2, before the detailed comparison sheet.
Decision read
Tie
Tie currently has the stronger profile, with verified wins split 3 to 3.
Evidence depth
81 data points
Includes 8 benchmark rows, 0 audit samples, and 10 provider examples.
Selection signal
Tie
The charts below split 18 high-signal samples across speed, scores, and audit health.
Model compare GPT-4o Mini vs GPT-5.2gpt-4o-mini-vs-gpt-5-2 | Model A GPT-4o Mini | Model B GPT-5.2 |
|---|---|---|
| Overall leader | Tie | Tie |
| Verified metric wins | 3 wins | 3 wins |
| Where it leads | Cheapest input price, Average speed, Recent tests | First-token latency, Free providers, Provider coverage |
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
| Metric | GPT-4o Mini | GPT-5.2 |
|---|---|---|
| LiveCodeBench | 23.4%#88 |
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-4o Mini | GPT-5.2 |
|---|---|---|
| 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 | GPT-4o Mini | GPT-5.2 |
|---|---|---|
158 tests | GPT-4o Mini speed / latency 81 tok/s / 2589ms input / output No data |
This report only uses LMSpeed data for GPT-4o Mini and GPT-5.2: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | GPT-4o Mini | GPT-5.2 |
|---|---|---|
| When to choose each model | GPT-4o Mini GPT-4o Mini is stronger when you prioritize Cheapest input price, Average speed, Recent tests. | GPT-5.2 GPT-5.2 is stronger when you prioritize First-token latency, Free providers, Provider coverage. |
TL;DR: Tie leads across 81 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from GPT-4o Mini vs GPT-5.2 into nearby model comparisons with enough verified LMSpeed data.
| Model metadata | GPT-4o Mini exposes 128K tokens; notable signals: Text input, Image input, File input, Text output. | GPT-5.2 exposes 128K tokens; notable signals: Text input, Image input, File input, Text output. |
|---|---|---|
| Developer | OpenAI | OpenAI |
| Context window | 128K tokens | 128K tokens |
| Max output | 16.4K tokens | 16.4K tokens |
| Released | Jul 2024 | Dec 2025 |
| Modalities | Input TextImageFile Output Text | Input FileImageText Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeWeb search | Text inputImage inputFile inputText outputTool callingStructured outputsJSON mode |
| Parameters | No data | No data |
| Tokenizer | GPT | GPT |
| Knowledge cutoff | 2023-10-31 | No data |
| OpenRouter ID | openai/gpt-4o-mini-2024-07-18 | openai/gpt-5.2-chat |
| References | No data | No data |
| MMLU-Pro | 64.8%#72 | 87.4%#6 |
|---|
| GPQA | 42.6%#128 | 90.3%#9 |
|---|
| HLE | 4.0%#95 | 35.4%#9 |
|---|
| Input price | $0.150/M#9 | $1.75/M#35 |
|---|
| SciCode | 22.9%#109 | 52.1%#9 |
|---|
| Time to first answer token | 0.53 s#9 | 115.69 s#109 |
|---|
| Output price | $0.600/M#10 | $14.00/M#43 |
|---|
GPT-5.2
speed / latency
N/A / N/A
input / output
No data
10dian-API15 tests | GPT-4o Mini speed / latency 130 tok/s / 1129ms input / output No data | GPT-5.2 speed / latency N/A / N/A input / output No data |
|---|
N1N15 tests | GPT-4o Mini speed / latency N/A / N/A input / output No data | GPT-5.2 speed / latency 56 tok/s / 1798ms input / output No data |
|---|
Gpt API10 tests | GPT-4o Mini speed / latency 84 tok/s / 5980ms input / output No data | GPT-5.2 speed / latency N/A / N/A input / output No data |
|---|
ModelPool5 tests | GPT-4o Mini speed / latency N/A / N/A input / output No data | GPT-5.2 speed / latency 64 tok/s / 5256ms input / output No data |
|---|
GPT-4o Mini gpt-4o-mini speed / latency No data input / output $0.0001/M / $0.0003/M | GPT-5.2 gpt-5.2-chat speed / latency No data input / output $0.037/M / $0.300/M |
GPT-4o Mini gpt-4o-mini speed / latency No data input / output $0.0001/M / $0.0003/M | GPT-5.2 gpt-5.2-chat speed / latency No data input / output $0.037/M / $0.300/M |
GPT-4o Mini gpt-4o-mini speed / latency No data input / output $0.0014/M / $0.0014/M | GPT-5.2 gpt-5.2-chat-latest speed / latency No data input / output $0.240/M / $1.92/M |
GPT-4o Mini gpt-4o-mini speed / latency No data input / output $0.0014/M / $0.0014/M | GPT-5.2 gpt-5.2-chat-latest speed / latency No data input / output $0.240/M / $1.92/M |
GPT-4o Mini gpt-4o-mini speed / latency No data input / output $0.0021/M / $0.0021/M | GPT-5.2 gpt-5.2-chat-latest speed / latency No data input / output $0.360/M / $2.88/M |
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.