Data points: 48
Model compare
The readout for Claude 2.1 and GPT-5.4, before the detailed comparison sheet.
Weighted outcome: GPT-5.4. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
GPT-5.4
GPT-5.4 has the higher weighted result; Model A / B score 0 to 100.
Evidence depth
48 data points
Includes 3 benchmark rows, 0 audit samples, and 7 provider examples.
Selection signal
Start with GPT-5.4
The charts below split 10 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.
This report only uses LMSpeed data for Claude 2.1 and GPT-5.4: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Claude 2.1 | GPT-5.4 |
|---|---|---|
| Overall leader | Contender | Leading |
| Weighted overall score | 0.0 pts | 100.0 pts |
| Benchmark category leads | 0 categories | 3 categories |
| Operational advantages | No data | Cheapest input price, Free providers, Provider coverage |
| Context window | No data | 1.1M tokens |
| Max output | No data | 128K tokens |
| Modalities | No data | Input TextImageFile Output Text |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
| Model compare | Claude 2.1 | GPT-5.4 |
|---|---|---|
| Developer | Anthropic | OpenAI |
| Released | No data | Mar 2026 |
| Parameters | No data | No data |
| Tokenizer | No data | GPT |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | No data | openai/gpt-5.4 |
| References | No data | No data |
This report only uses LMSpeed data for Claude 2.1 and GPT-5.4: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
Claude 2.1
Claude 2.1 does not clearly lead in the benchmark or operational dimensions shared by both models.
GPT-5.4
GPT-5.4 is stronger in benchmark categories (Coding, Reasoning, Math) and operational dimensions (Cheapest input price, Free providers, Provider coverage).
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
Claude 2.1
36
Avg. score
GPT-5.4
57.8
GPT-5.4
GPT-5.4 leads by 28.6
GPT-5.4 leads by 24.1
GPT-5.4
GPT-5.4 leads by 19.4
No data
GPT-5.4
GPT-5.4
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Claude 2.1
4.2%
Rank #153/186 · confidence 4
GPT-5.4
winner10.6%
Rank #90/186 · confidence 4
Claude 2.1
31.9%
Rank #184/187 · confidence 4
GPT-5.4
winner74.8%
Rank #96/187 · confidence 4
Claude 2.1
18.4%
Rank #177/184 · confidence 4
GPT-5.4
winner47.1%
Rank #23/184 · confidence 4
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Claude 2.1 | GPT-5.4 |
|---|---|---|
| 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 | Claude 2.1 | GPT-5.4 |
|---|---|---|
5 tests | Claude 2.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency 39 tok/s / 3498ms input / output No data |
5 tests | Claude 2.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency 46 tok/s / 3291ms input / output No data |
0 tests | Claude 2.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency N/A / N/A input / output No data |
0 tests | Claude 2.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency N/A / N/A input / output No data |
0 tests | Claude 2.1 speed / latency N/A / N/A input / output No data | GPT-5.4 speed / latency N/A / N/A input / output No data |
Claude 2.1 claude-2.1 speed / latency No data input / output $0/request | GPT-5.4 gpt-5.4 speed / latency No data input / output $0/request | |
Claude 2.1 claude-2.1 speed / latency No data input / output $9.60/M/$28.80/M | GPT-5.4 gpt-5.4 speed / latency No data input / output $0.875/M |
Weighted outcome: GPT-5.4. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
| Features | None listed | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
