Key Takeaways
R1 wins:
- Cheaper input tokens
- Cheaper output tokens
- Better at math
o1 wins:
- Larger context window
- Faster response time
- Higher intelligence benchmark
- Better at coding
- Supports vision
Price Advantage
R1
Benchmark Advantage
o1
Context Window
o1
Speed
o1
Pricing Comparison
Price Comparison
| Metric | R1 | o1 | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.70 | $15.00 | R1 |
| Output (per 1M tokens) | $2.40 | $60.00 | R1 |
| Cache Read (per 1M) | N/A | $7500000.00 | o1 |
Using a 3:1 input/output ratio, R1 is 96% cheaper overall.
R1 Providers
Chutes $0.30 (Cheapest)
Vercel $0.55
Novita $0.70
DeepInfra $1.00
Azure $1.49
o1 Providers
OpenAI $15.00 (Cheapest)
Vercel $15.00 (Cheapest)
OpenRouter $15.00 (Cheapest)
Azure $15.00 (Cheapest)
Benchmark Comparison
8
Benchmarks Compared
0
R1 Wins
6
o1 Wins
Benchmark Scores
| Benchmark | R1 | o1 | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 18.7 | 25.2 | |
Coding Index Code generation & understanding | 15.7 | 20.0 | |
Math Index Mathematical reasoning | 68.0 | - | - |
MMLU Pro Academic knowledge | 84.4 | 84.1 | - |
GPQA Graduate-level science | 70.8 | 74.7 | |
LiveCodeBench Competitive programming | 61.7 | 67.9 | |
Aider Real-world code editing | 64.0 | 84.2 | |
AIME Competition math | 68.3 | 72.3 |
R1 shows stronger mathematical reasoning abilities.
Cost vs Quality
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Y-axis:
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R1
Other models
Context & Performance
Context Window
R1
163,840
tokens
Max output: 163,840 tokens
o1
200,000
tokens
Max output: 100,000 tokens
o1 has a 18% larger context window.
Speed Performance
| Metric | R1 | o1 | Winner |
|---|---|---|---|
| Tokens/second | 0.0 tok/s | 188.3 tok/s | |
| Time to First Token | 0.00s | 18.20s |
o1 responds Infinity% faster on average.
Capabilities
Feature Comparison
| Feature | R1 | o1 |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | R1 | o1 |
|---|---|---|
| License | Open Source | Proprietary |
| Author | Deepseek | OpenAI |
| Released | Jan 2025 | Dec 2024 |
R1 Modalities
Input
text
Output
text
o1 Modalities
Input
textimagefile
Output
text