Data points: 37
The readout for GPT-5.4 and MiniMax M2 Her, before the detailed comparison sheet.
Decision read
GPT-5.4
GPT-5.4 currently has the stronger profile, with verified wins split 4 to 0.
Evidence depth
37 data points
Includes 0 benchmark rows, 0 audit samples, and 4 provider examples.
Selection signal
Start with GPT-5.4
The charts below split 4 high-signal samples across speed, scores, and audit health.
Model compare GPT-5.4 vs MiniMax M2 Hergpt-5-4-vs-m2-her | Model A GPT-5.4 | Model B MiniMax M2 Her |
|---|---|---|
| Overall leader | Leading | Contender |
| Verified metric wins | 4 wins | 0 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.
| Metric | GPT-5.4 | MiniMax M2 Her |
|---|---|---|
| No shared benchmark metrics are available yet. | ||
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-5.4 | MiniMax M2 Her |
|---|---|---|
| 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-5.4 | MiniMax M2 Her |
|---|---|---|
0 tests | GPT-5.4 speed / latency N/A / N/A input / output No data | MiniMax M2 Her |
This report only uses LMSpeed data for GPT-5.4 and MiniMax M2 Her: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | GPT-5.4 | MiniMax M2 Her |
|---|---|---|
| When to choose each model | GPT-5.4 GPT-5.4 is stronger when you prioritize Cheapest input price, Free providers, Provider coverage, Recent tests. | MiniMax M2 Her MiniMax M2 Her does not clearly lead on the verified metrics here, so check provider-specific pricing before choosing. |
TL;DR: GPT-5.4 leads across 37 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from GPT-5.4 vs MiniMax M2 Her into nearby model comparisons with enough verified LMSpeed data.
| No data |
| Model metadata | GPT-5.4 exposes 1.1M tokens; notable signals: Text input, Image input, File input, Text output. | No OpenRouter metadata is available yet for this model. |
|---|---|---|
| Developer | OpenAI | No data |
| Context window | 1.1M tokens | No data |
| Max output | 128K tokens | No data |
| Released | Mar 2026 | No data |
| Modalities | Input TextImageFile Output Text | No data |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | None listed |
| Parameters | No data | No data |
| Tokenizer | GPT | No data |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | openai/gpt-5.4 | No data |
| References | No data | No data |
speed / latency
N/A / N/A
input / output
No data
OfoxAI0 tests | GPT-5.4 speed / latency N/A / N/A input / output No data | MiniMax M2 Her speed / latency N/A / N/A input / output No data |
|---|
智增增API0 tests | GPT-5.4 speed / latency N/A / N/A input / output No data | MiniMax M2 Her speed / latency N/A / N/A input / output No data |
|---|
钱多多 API0 tests | GPT-5.4 gpt-5.4-2026-03-05 speed / latency N/A / N/A input / output $36.71/M / $220.28/M | MiniMax M2 Her M2-her speed / latency N/A / N/A input / output $1.03/M / $4.11/M |
|---|
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
