Data points: 76
Model compare
GPT-4 vs O1
The readout for GPT-4 and O1, before the detailed comparison sheet.
Key Takeaways
Weighted outcome: O1. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
O1
O1 has the higher weighted result; Model A / B score 20 to 80.
Evidence depth
76 data points
Includes 6 benchmark rows, 0 audit samples, and 10 provider examples.
Selection signal
Start with O1
The charts below split 16 high-signal samples across speed, scores, and audit health.
Change comparison
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.
Comparison sheet
This report only uses LMSpeed data for GPT-4 and O1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GPT-4 | O1 |
|---|---|---|
| Overall leader | Contender | Leading |
| Weighted overall score | 20.0 pts | 80.0 pts |
| Benchmark category leads | 0 categories | 3 categories |
| Operational advantages | Cheapest input price, Free providers, Provider coverage | No data |
| Context window | 8.2K tokens | 200K tokens |
| Max output | 4.1K tokens | 100K tokens |
| Modalities | Input Text Output Text | Input TextImageFile Output Text |
| Features | Text inputText outputTool callingStructured outputsJSON mode | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
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 metadata
Model metadata
| Model compare | GPT-4 | O1 |
|---|---|---|
| Developer | OpenAI | OpenAI |
| Released | May 2023 | Dec 2024 |
| Parameters | No data | No data |
| Tokenizer | GPT | GPT |
| Knowledge cutoff | 2021-09-30 | 2023-10-31 |
| OpenRouter ID | openai/gpt-4 | openai/o1 |
| References | No data | No data |
When to choose each model
This report only uses LMSpeed data for GPT-4 and O1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GPT-4
GPT-4 has these operational advantages: Cheapest input price, Free providers, Provider coverage.
O1
O1 leads these benchmark categories: Coding, Reasoning, Math.
Benchmark score comparison
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Category performance
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
- Model A coverage
- 3 / 8
- Model B coverage
- 6 / 8
- Shared
- 3 shared categories
Avg. score
GPT-4
42.4
Avg. score
O1
52.2
Agents
O1
Coding
O1 leads by 1.0
Reasoning
O1 leads by 13.8
Knowledge
O1
Math
O1 leads by 11.9
Multilingual
No data
Multimodal
No data
Instruction following
O1
Professional benchmark details
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Professional benchmark details
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
GPT-4
$37.50/M
Rank #182/184 · confidence 4
O1
winner$26.25/M
Rank #177/184 · confidence 4
GPT-4
$30.00/M
Rank #182/184 · confidence 4
O1
winner$15.00/M
Rank #177/184 · confidence 4
GPT-4
$60.00/M
Rank #177/184 · confidence 4
O1
$60.00/M
Rank #177/184 · confidence 4
GPT-4
56.2%
Rank #121/129 · confidence 4
O1
winner84.1%
Rank #34/129 · confidence 4
GPT-4
34.9%
Rank #209/216 · confidence 4
O1
winner74.7%
Rank #123/216 · confidence 4
GPT-4
56.8%
Rank #66/73 · confidence 4
O1
winner97.0%
Rank #13/73 · confidence 4
API audit comparison
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
API audit comparison
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-4 | O1 |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Provider examples
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
Provider examples
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | GPT-4 | O1 |
|---|---|---|
42公益站0 tests | GPT-4 speed / latency N/A / N/A input / output No data | O1 speed / latency N/A / N/A input / output No data |
AASS API0 tests | GPT-4 speed / latency N/A / N/A input / output No data | O1 speed / latency N/A / N/A input / output No data |
AI API0 tests | GPT-4 speed / latency N/A / N/A input / output No data | O1 speed / latency N/A / N/A input / output No data |
AIGCBAR0 tests | GPT-4 speed / latency N/A / N/A input / output No data | O1 speed / latency N/A / N/A input / output No data |
AIO通用智能服务平台0 tests | GPT-4 speed / latency N/A / N/A input / output No data | O1 speed / latency N/A / N/A input / output No data |
GPT-4 gpt-4 speed / latency No data input / output $0/request | O1 o1-2024-12-17 speed / latency No data input / output $0/request | |
GPT-4 gpt-4-all speed / latency No data input / output $0.011/request | O1 o1-preview-all speed / latency No data input / output $0.033/request | |
GPT-4 gpt-4-all speed / latency No data input / output $0.011/request | O1 o1-preview-all speed / latency No data input / output $0.033/request | |
GPT-4 gpt-4-all speed / latency No data input / output $0.014/request | O1 o1 speed / latency No data input / output $1.03/M/$4.11/M | |
GPT-4 gpt-4-all speed / latency No data input / output $0.016/request | O1 o1-preview-all speed / latency No data input / output $0.049/request |
FAQ
Weighted outcome: O1. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
- Why is this comparison indexable?
- It has 4 verifiable comparison points, and both models have pricing or benchmark data.
- Are missing metrics invented?
- No. Metrics without LMSpeed data are omitted from this report.