Key Takeaways
GPT-5.1-Codex wins:
- Larger context window
- Faster response time
- Higher intelligence benchmark
- Better at coding
- Better at math
- Supports vision
- Has reasoning mode
Relace Apply 3 wins:
- Cheaper input tokens
- Cheaper output tokens
Price Advantage
Relace Apply 3
Benchmark Advantage
GPT-5.1-Codex
Context Window
GPT-5.1-Codex
Speed
GPT-5.1-Codex
Pricing Comparison
Price Comparison
| Metric | GPT-5.1-Codex | Relace Apply 3 | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $1.25 | $0.85 | Relace Apply 3 |
| Output (per 1M tokens) | $10.00 | $1.25 | Relace Apply 3 |
| Cache Read (per 1M) | $0.13 | N/A | GPT-5.1-Codex |
Using a 3:1 input/output ratio, Relace Apply 3 is 72% cheaper overall.
GPT-5.1-Codex Providers
No provider data available
Relace Apply 3 Providers
No provider data available
Benchmark Comparison
6
Benchmarks Compared
0
GPT-5.1-Codex Wins
0
Relace Apply 3 Wins
Benchmark Scores
| Benchmark | GPT-5.1-Codex | Relace Apply 3 | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 43.1 | - | - |
Coding Index Code generation & understanding | 36.6 | - | - |
Math Index Mathematical reasoning | 95.7 | - | - |
MMLU Pro Academic knowledge | 86.0 | - | - |
GPQA Graduate-level science | 86.0 | - | - |
LiveCodeBench Competitive programming | 84.9 | - | - |
GPT-5.1-Codex significantly outperforms in coding benchmarks.
Cost vs Quality
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GPT-5.1-Codex
Other models
Context & Performance
Context Window
GPT-5.1-Codex
400,000
tokens
Relace Apply 3
256,000
tokens
GPT-5.1-Codex has a 36% larger context window.
Speed Performance
| Metric | GPT-5.1-Codex | Relace Apply 3 | Winner |
|---|---|---|---|
| Tokens/second | 93.0 tok/s | N/A | |
| Time to First Token | 7.53s | N/A |
Capabilities
Feature Comparison
| Feature | GPT-5.1-Codex | Relace Apply 3 |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | GPT-5.1-Codex | Relace Apply 3 |
|---|---|---|
| License | Proprietary | Proprietary |
| Author | OpenAI | Relace |
| Released | Nov 2025 | Sep 2025 |
GPT-5.1-Codex Modalities
Input
textimage
Output
text
Relace Apply 3 Modalities
Input
text
Output
text