DeepSeek-R1: Pricing, Context, and Benchmarks
DeepSeek-R1 is DeepSeek's DeepSeek-R1 model released on 2025-01-20. It runs on a 128K-token context window, priced at $0.55/M input and $2.19/M output. Open-weight reasoning model competitive with o1/o3 on math and coding. Weights publicly downloadable.
Specifications
| Provider | DeepSeek |
|---|---|
| Family | DeepSeek-R1 |
| Released | 2025-01-20 |
| Status | active |
| Context window | 128K tokens |
| Max output | 32K tokens |
| Modalities | text |
| Capabilities | json mode streaming reasoning |
| Tokenizer | deepseek |
| API endpoint | https://api.deepseek.com/v1/chat/completions |
| Documentation | Official docs ↗ |
| Last updated | 2026-05-29 |
Benchmark scores
| Benchmark | Category | Score | Measured | Source |
|---|---|---|---|---|
| MATH | math | 97.3 | 2025-01-20 | ↗ |
| AIME 2025 | math | 79.8 | 2025-01-20 | ↗ |
| GPQA Diamond | reasoning | 71.5 | 2025-01-20 | ↗ |
Scores reflect single measurements on the date shown. Reproducibility varies; consult the linked source for methodology. Use the comparison tool for side-by-side analysis.
What this model is good for
Based on benchmark scores and capability fit, DeepSeek-R1 ranks well for:
- Math & STEM Reasoning — rank #4. Best open-weight reasoning model. Much cheaper than commercial alternatives.
- Best Open-Weight Model — rank #4. Best open reasoning model for STEM tasks.
Cost calculator
For 1,000 tokens of input and 1,000 tokens of output per call, this model costs $0.0027 per call. For typical usage:
| Workload | Tokens / call (in/out) | $/call | $/1K calls | $/1M calls |
|---|---|---|---|---|
| Short Q&A | 200 / 100 | $0.000329 | $0.33 | $329 |
| Standard chat | 1K / 500 | $0.001645 | $1.65 | $1,645 |
| RAG with retrieval | 4K / 500 | $0.003295 | $3.30 | $3,295 |
| Long doc summary | 20K / 1K | $0.013190 | $13.19 | $13,190 |
| Long context (100K input) | 100K / 2K | $0.058285 | $58.29 | $58,285 |
For more precise estimates including caching discounts, use the LLM API Cost Calculator.
Other DeepSeek models
Common comparisons
- DeepSeek-R1 vs Llama 3.3 70B Side-by-side specs, pricing, and benchmarks
- DeepSeek-R1 vs Qwen3-235B Side-by-side specs, pricing, and benchmarks
- DeepSeek-R1 vs Gemini 2.5 Flash Side-by-side specs, pricing, and benchmarks
- DeepSeek-R1 vs GPT-5 Mini Side-by-side specs, pricing, and benchmarks
API setup
curl https://api.deepseek.com/v1/chat/completions \
-H "Authorization: Bearer $API_KEY" \
-H "Content-Type: application/json" \
-d '{"model": "deepseek-r1", "messages": [{"role": "user", "content": "Hello"}]}'
See the official documentation for the full request/response schema. For pre-flight token counting before paying, use the appropriate token counter.