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.

Input
$0.55/M
Output
$2.19/M
Cached input
$0.1400/M
Context
128K
Max output
32K

Specifications

ProviderDeepSeek
FamilyDeepSeek-R1
Released2025-01-20
Statusactive
Context window128K tokens
Max output32K tokens
Modalitiestext
Capabilities json mode streaming reasoning
Tokenizerdeepseek
API endpointhttps://api.deepseek.com/v1/chat/completions
DocumentationOfficial docs ↗
Last updated2026-05-29

Benchmark scores

BenchmarkCategoryScoreMeasuredSource
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:

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:

WorkloadTokens / 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

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.