Data points: 104
Model compare
GPT-5.4 Mini vs O1
The readout for GPT-5.4 Mini and O1, before the detailed comparison sheet.
Key Takeaways
Weighted outcome: GPT-5.4 Mini. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
GPT-5.4 Mini
GPT-5.4 Mini has the higher weighted result; Model A / B score 73.3 to 26.7.
Evidence depth
104 data points
Includes 20 benchmark rows, 0 audit samples, and 9 provider examples.
Selection signal
Start with GPT-5.4 Mini
The charts below split 29 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-5.4 Mini and O1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GPT-5.4 Mini | O1 |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 73.3 pts | 26.7 pts |
| Benchmark category leads | 4 categories | 2 categories |
| Operational advantages | Cheapest input price, Free providers, Provider coverage | No data |
| Context window | 400K tokens | 200K tokens |
| Max output | 128K tokens | 100K tokens |
| Modalities | Input FileImageText Output Text | Input TextImageFile Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | 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-5.4 Mini | O1 |
|---|---|---|
| Developer | OpenAI | OpenAI |
| Released | Mar 2026 | Dec 2024 |
| Parameters | No data | No data |
| Tokenizer | GPT | GPT |
| Knowledge cutoff | 2025-08-31 | 2023-10-31 |
| OpenRouter ID | openai/gpt-5.4-mini | openai/o1 |
| References | No data | No data |
When to choose each model
This report only uses LMSpeed data for GPT-5.4 Mini and O1: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GPT-5.4 Mini
GPT-5.4 Mini is stronger in benchmark categories (Agents, Coding, Reasoning, Instruction following) and operational dimensions (Cheapest input price, Free providers, Provider coverage).
O1
O1 leads these benchmark categories: Knowledge, 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
- 7 / 8
- Model B coverage
- 6 / 8
- Shared
- 6 shared categories
Avg. score
GPT-5.4 Mini
51.4
Avg. score
O1
52.2
Agents
GPT-5.4 Mini leads by 5.4
Coding
GPT-5.4 Mini leads by 6.7
Reasoning
GPT-5.4 Mini leads by 4.8
Knowledge
O1 leads by 16.5
Math
O1 leads by 2.9
Multilingual
No data
Multimodal
GPT-5.4 Mini
Instruction following
GPT-5.4 Mini leads by 2.1
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-5.4 Mini
winner$0.750/M
Rank #105/184 · confidence 4
O1
$15.00/M
Rank #177/184 · confidence 4
GPT-5.4 Mini
winner$1.69/M
Rank #112/184 · confidence 4
O1
$26.25/M
Rank #177/184 · confidence 4
GPT-5.4 Mini
winner$4.50/M
Rank #124/184 · confidence 4
O1
$60.00/M
Rank #177/184 · confidence 4
GPT-5.4 Mini
winner10.0
Rank #30/84 · confidence 3 · eval date 2026-03-17
O1
0.3
Rank #79/84 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner73.0
Rank #40/101 · confidence 3 · eval date 2026-03-17
O1
63.3
Rank #73/101 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner82.3%
Rank #85/216 · confidence 4
O1
74.7%
Rank #123/216 · confidence 4
GPT-5.4 Mini
winner18.6%
Rank #88/213 · confidence 4
O1
7.0%
Rank #139/213 · confidence 4
GPT-5.4 Mini
winner49.9
Rank #30/109 · confidence 3 · eval date 2026-03-17
O1
35.8
Rank #87/109 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner56.1
Rank #32/71 · confidence 3 · eval date 2026-03-17
O1
34.0
Rank #55/71 · confidence 1 · eval date 2024-09-12
GPT-5.4 Mini
winner44.2%
Rank #54/209 · confidence 4
O1
35.8%
Rank #127/209 · confidence 4
GPT-5.4 Mini
winner28.3
Rank #20/47 · confidence 3 · eval date 2026-03-17
O1
9.3
Rank #34/47 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner44.6
Rank #38/62 · confidence 3 · eval date 2026-03-17
O1
32.6
Rank #48/62 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner90.2
Rank #18/102 · confidence 3 · eval date 2026-03-17
O1
69.6
Rank #55/102 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner37.5
Rank #41/102 · confidence 3 · eval date 2026-03-17
O1
34.5
Rank #44/102 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner40.9
Rank #41/112 · confidence 3 · eval date 2026-03-17
O1
17.2
Rank #91/112 · confidence 1 · eval date 2024-09-12
GPT-5.4 Mini
winner87.5
Rank #43/109 · confidence 3 · eval date 2026-03-17
O1
74.7
Rank #85/109 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
56.9
Rank #52/70 · confidence 3 · eval date 2026-03-17
O1
winner64.0
Rank #44/70 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner28.1
Rank #51/109 · confidence 3 · eval date 2026-03-17
O1
7.0
Rank #86/109 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner73.3
Rank #24/84 · confidence 3 · eval date 2026-03-17
O1
70.3
Rank #35/84 · confidence 1 · eval date 2024-12-01
GPT-5.4 Mini
winner93.4
Rank #29/82 · confidence 3 · eval date 2026-03-17
O1
62.6
Rank #61/82 · confidence 1 · eval date 2024-12-01
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-5.4 Mini | 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-5.4 Mini | O1 |
|---|---|---|
MyWebUI API5 tests | GPT-5.4 Mini speed / latency 98 tok/s / 4039ms input / output No data | O1 speed / latency N/A / N/A input / output No data |
Vercel AI Gateway5 tests | GPT-5.4 Mini speed / latency 195 tok/s / 1104ms input / output No data | O1 speed / latency N/A / N/A input / output No data |
YUNWU API5 tests | GPT-5.4 Mini gpt-5.4-mini speed / latency 201 tok/s / 1441ms input / output $0.010/M/$0.062/M | O1 o1 speed / latency N/A / N/A input / output $0.360/M/$1.44/M |
42公益站0 tests | GPT-5.4 Mini speed / latency N/A / N/A input / output No data | O1 speed / latency N/A / N/A input / output No data |
AAAI0 tests | GPT-5.4 Mini speed / latency N/A / N/A input / output No data | O1 speed / latency N/A / N/A input / output No data |
GPT-5.4 Mini gpt-5.4-mini speed / latency No data input / output $0/request | O1 o1-2024-12-17 speed / latency No data input / output $0/request | |
GPT-5.4 Mini gpt-5.4-mini speed / latency No data input / output $0.010/M/$0.062/M | O1 o1 speed / latency No data input / output $1.03/M/$4.11/M | |
GPT-5.4 Mini gpt-5.4-mini speed / latency No data input / output $0.010/M/$0.062/M | O1 o1 speed / latency No data input / output $0.360/M/$1.44/M | |
GPT-5.4 Mini gpt-5.4-mini speed / latency No data input / output $0.010/M/$0.062/M | O1 o1-preview-2024-09-12 speed / latency No data input / output $0.360/M/$1.44/M |
FAQ
Weighted outcome: GPT-5.4 Mini. 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.