DeepSeek Reasoner (R1) vs O3 Mini
Performance benchmarks + pricing comparison — updated April 2026
DeepSeek Reasoner (R1)
DeepSeekDeepSeek's reasoning model. Comparable to OpenAI's o1 but at much lower cost.
| Input | $0.550/M |
| Output | $2.19/M |
| Context | 128K tokens |
| Best For | Complex reasoning, math, advanced coding |
| Benchmark | 72/100 |
O3 Mini
OpenAIOpenAI's reasoning model at lower cost. Strong at math, coding, and science tasks.
| Input | $1.10/M |
| Output | $4.40/M |
| Context | 200K tokens |
| Best For | Math, science, coding tasks requiring deep reasoning |
| Benchmark | 80/100 |
Benchmark Performance Comparison
Third-party benchmark scores — higher is better. Data sourced from SWE-bench, LiveCodeBench, HumanEval, and BigCodeBench.
| Benchmark | DeepSeek Reasoner (R1) | O3 Mini | Leader |
|---|---|---|---|
| Overall Score | 72 | 80 | o3-mini leads by 8pts |
| SWE-bench Verified | 68 | 76 | o3-mini leads by 8pts |
| LiveCodeBench | 76 | 85 | o3-mini leads by 9pts |
| HumanEval | 90 | 94 | o3-mini leads by 4pts |
| BigCodeBench | 56 | 65 | o3-mini leads by 9pts |
Cost Comparison by Scenario
Estimated cost per project with 30% cache hit rate. Actual costs may vary based on usage patterns.
| Scenario | DeepSeek Reasoner (R1) | O3 Mini | Savings |
|---|---|---|---|
| Small Script (1K lines) | $0.08 | $0.17 | DeepSeek Reasoner (R1) saves $0.09 (50%) |
| Medium Feature (10K lines) | $0.63 | $1.27 | DeepSeek Reasoner (R1) saves $0.63 (50%) |
| Large Project (50K lines) | $3.15 | $6.33 | DeepSeek Reasoner (R1) saves $3.17 (50%) |
| Code Review (5K lines) | $0.15 | $0.30 | DeepSeek Reasoner (R1) saves $0.15 (50%) |
Value Analysis (Price per Benchmark Score Point)
Lower is better — how much you pay for each point of benchmark performance.
| Model | Overall Score | Price per Score Point | Verdict |
|---|---|---|---|
| DeepSeek Reasoner (R1) | 72 | $0.008/pt | Better value |
| O3 Mini | 80 | $0.014/pt | Higher cost per point |
DeepSeek Reasoner (R1) delivers the best value at $0.008 per score point.
Strengths & Weaknesses
DeepSeek Reasoner (R1)
- + Strong reasoning chain
- + Good value
- - Slow on simple tasks
O3 Mini
- + Excellent at competitive programming
- + Strong algorithmic reasoning
- - Optimized for reasoning, not chat
Verdict
DeepSeek Reasoner (R1) is cheaper at $0.550/M, but O3 Mini scores higher on benchmarks (80 vs 72).
Choose DeepSeek Reasoner (R1) for cost-sensitive projects, O3 Mini when performance matters most.
Compare with Other Models
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Claude Opus 4
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Claude 3.5 Sonnet
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Claude 3.5 Haiku
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Claude 3 Opus
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Claude 3 Sonnet
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