Data points: 63
Model compare
The readout for Bge m3 and GPT-5.1, before the detailed comparison sheet.
Weighted outcome: Bge m3. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
Bge m3
Bge m3 has the higher weighted result; Model A / B score 66.7 to 33.3.
Evidence depth
63 data points
Includes 0 benchmark rows, 0 audit samples, and 9 provider examples.
Selection signal
Start with Bge m3
The charts below split 9 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 Bge m3 and GPT-5.1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Bge m3 | GPT-5.1 |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 66.7 pts | 33.3 pts |
| Benchmark category leads | 0 categories | 0 categories |
| Operational advantages | Cheapest input price, Free providers | Provider coverage |
| Context window | 8.2K tokens | 400K tokens |
| Max output | 8.2K tokens | 128K tokens |
| Modalities | Input Text Output embeddings | Input Image |
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 | Bge m3 | GPT-5.1 |
|---|---|---|
| Developer | BAAI | OpenAI |
| Released | Nov 2025 | Nov 2025 |
| Parameters | No data | No data |
| Tokenizer | Other | GPT |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | baai/bge-m3 | openai/gpt-5.1 |
| References | No data | No data |
This report only uses LMSpeed data for Bge m3 and GPT-5.1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
Bge m3
Bge m3 has these operational advantages: Cheapest input price, Free providers.
GPT-5.1
GPT-5.1 has these operational advantages: 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
Bge m3
-
Avg. score
GPT-5.1
52
GPT-5.1
GPT-5.1
GPT-5.1
GPT-5.1
GPT-5.1
No data
No data
GPT-5.1
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
No shared professional benchmark scores are available yet.
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Bge m3 | GPT-5.1 |
|---|---|---|
| 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 | Bge m3 | GPT-5.1 |
|---|---|---|
5 tests | Bge m3 speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency 152 tok/s / 936ms input / output No data |
0 tests | Bge m3 bge-m3 speed / latency N/A / N/A input / output $0.0020/request | GPT-5.1 gpt-5.1-2025-11-13 speed / latency N/A / N/A input / output $2.50/M |
0 tests | Bge m3 speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
0 tests | Bge m3 speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
0 tests | Bge m3 speed / latency N/A / N/A input / output No data | GPT-5.1 speed / latency N/A / N/A input / output No data |
Bge m3 baai/bge-m3 speed / latency No data input / output $0/request | GPT-5.1 gpt-5-1 speed / latency No data input / output $0.040/request | |
Bge m3 bge-m3 speed / latency No data input / output $0.0020/request | GPT-5.1 gpt-5.1-2025-11-13 speed / latency No data input / output $2.50/M | |
Bge m3 BAAI/bge-m3 speed / latency No data input / output $0.0025/M/$0.0025/M | GPT-5.1 gpt-5.1-2025-11-13 speed / latency No data input / output $2.14/M | |
Bge m3 bge-m3 speed / latency No data input / output $0.0033/M/$0.0033/M | GPT-5.1 gpt-5.1-chat speed / latency No data input / output $0.771/M |
Weighted outcome: Bge m3. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Output
| Features | Text inputEmbeddings outputJSON mode | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
