May 2025 DeepSeek R1 update with improved mathematics, coding, and reasoning
Specification
deepseek listing
Context
66K
Max output
8K
Released
2025-05-28
Knowledge cutoff
2024-07
Retires
2026-08-13
Open weights
yes
Input
text
Output
text
Price
US dollars per million tokens · deepseek list price
Input
$0.55
Output
$2.19
Cache read
$0.14
Cache write
$0.825
Quality
4 benchmarks · 2 sources
Composite
78th
percentile of 344 scored models
Rank
75 / 344
±0.06 sd
Evidence
4 × 2
3 or more benchmarks, from 2 or more sources
Effort range
—
one configuration only
coding59th1/3 bench
reasoning64th1/4 bench
math83rd2/7 bench
Every score
one row per source and configuration — nothing averaged away
| Benchmark | Score | Configuration | Source | Run |
|---|---|---|---|---|
| MATH level 5 | 93.0 ±0.7 | default | Epoch AI | 2025-01-31 |
| Aider polyglot | 56.9 | default · aider diff | Aider | 2025-01-20 |
| GPQA diamond | 69.2 ±3.1 | default | Epoch AI | 2025-05-26 |
| OTIS Mock AIME 2024-2025 | 53.3 ±7.5 | default | Epoch AI | 2025-02-26 |
The leading figure for a benchmark is the median across its configurations, so one heroic high-effort run cannot set the number.
Available from 42 hosts
| Host | In $/M | Out $/M | Cache rd | Cache wr | Context | Output | Retires |
|---|---|---|---|---|---|---|---|
| deepseekvendor | $0.55 | $2.19 | $0.14 | — | 66K | 8K | — |
| lambda_ai | $0.20 | $0.60 | — | — | 131K | 131K | — |
| submodel · deepseek-ai | $0.20 | $0.80 | — | — | 75K | 164K | — |
| hyperbolic | $0.40 $0.25 | $0.40 $0.25 | — | — | 33K 131K | 33K 131K | — |
| alibaba-cn · siliconflow | $0.50 | $2.18 | — | — | 164K | 33K | — |
| deepinfra · deepseek-ai | $0.50 | $2.15 | $0.35 | — | 164K | 64K | — |
| kilo | $0.50 | $2.15 | $0.35 | — | 164K | 33K | — |
| meganova · deepseek-ai | $0.50 | $2.15 | $0.40 | — | 164K | 64K | — |
| nano-gpt · deepseek-ai | $0.50 | $2.15 | $0.35 | — | 164K | 33K | — |
| openrouter | $0.50 | $2.15 | $0.35 | — | 164K | 33K | — |
| siliconflow · deepseek-ai | $0.50 | $2.18 | — | — | 164K | 164K | — |
| io-net · deepseek-ai | $0.5237 | $2.2053 | $0.2618 | — | 128K | 4K | — |
| drun · public | $0.55 | $2.20 | — | — | 131K | 32K | — |
| vercel_ai_gateway · vercel-ai-gateway | $0.55 | $2.19 | — | — | 128K | 8K | — |
| streamlake · streamlake | $0.571 | $2.286 | $0.229 | — | 98K | 16K | — |
| alibaba-cn | $0.574 | $2.294 | — | — | 131K | 16K | — |
| qiniu-ai | $0.5797 | $2.3188 | — | — | 128K | 32K | — |
| siliconflow-cn · deepseek-ai | $0.5978 | $2.3912 | $0.0598 | — | 164K | 164K | — |
| siliconflow-cn · pro | $0.5978 | $2.3912 | $0.0598 | — | 164K | 164K | — |
| edenai · tensorx | $0.66 | $2.60 | $0.165 | — | 164K | 33K | — |
| tensorx | $0.66 | $2.60 | $0.165 | $0.825 | 164K | 8K | — |
| deepinfra | $0.70 $0.50 | $2.40 $2.15 | $0.40 | — | 164K | 164K | — |
| edenai | $0.70 $0.50 | $2.40 $2.15 | $0.35 | — | 164K | 33K | — |
| huggingface · deepseek-ai | $0.70 $3.00 | $2.50 $5.00 | — | — | 64K 164K | 33K | — |
| jiekou | $0.70 | $2.50 | $0.35 | — | 164K | 33K | — |
| novita | $0.70 $4.00 | $2.50 $4.00 | $0.35 | — | 164K 64K | 33K 16K | — |
| novita-ai | $0.70 | $2.50 | $0.35 | — | 164K | 33K | — |
| kyma · kyma | $0.7425 | $2.957 | — | — | 64K | 33K | — |
| nebius | $0.80 | $2.40 | — | — | 128K 164K | 128K 164K | — |
| azure_ai | $1.35 | $5.40 | — | — | — | — | 2026-08-13 |
| merge-gateway | $1.35 | $5.40 | $0.945 | — | 164K 66K | 41K 33K | — |
| snowflake | $1.35 | $5.40 | — | — | 128K | 16K | — |
| vercel | $1.35 | $5.40 | — | — | 128K | 33K | — |
| abacus · deepseek-ai | $3.00 | $7.00 | — | — | 128K | 8K | — |
| crusoe · crusoe | $3.00 | $7.00 | — | — | 164K | 164K | — |
| fireworks_ai | $3.00 | $8.00 | — | — | 164K | 20K 160K | — |
| together_ai | $3.00 | $7.00 | — | — | 164K | — | — |
| togetherai · deepseek-ai | $3.00 | $7.00 | — | — | 164K | 164K | — |
| replicate · replicate | $3.75 | $10.00 | — | — | 66K | 8K | — |
| sambanova · sambanova | $5.00 | $7.00 | — | — | 33K | 33K | — |
| anyapi | — | — | — | — | 1M | 384K | — |
| snowflake-cortex | — | — | — | — | 128K | 33K | — |
Price history
append-only observations · a listing writes a row only when its price moves
| Date | Host | Field | $/M |
|---|---|---|---|
| 2026-09-02 | io-net · deepseek-ai | Cache read | $1.00 |
| 2026-10-22 | io-net · deepseek-ai | Cache read | $0.2618 |
| 2026-09-02 | nano-gpt · deepseek-ai | Cache read | $0.20 |
| 2026-10-05 | nano-gpt · deepseek-ai | Cache read | $0.35 |
| 2026-09-02 | openrouter | Cache read | $0.35 |
| 2026-09-19 | openrouter | Cache read | $0.35 |
| 2026-09-22 | openrouter | Cache read | $0.35 |
| 2026-10-10 | openrouter | Cache read | $0.35 |
| 2026-09-02 | azure_ai | Input | $1.35 |
| 2026-09-26 | azure_ai | Input | $1.35 |
| 2026-09-02 | edenai | Input | $0.70 |
| 2026-10-10 | edenai | Input | $0.70 |
| 2026-10-19 | edenai | Input | $0.50 |
| 2026-10-20 | edenai | Input | $0.70 |
| 2026-10-22 | edenai | Input | $0.50 |
| 2026-10-23 | edenai | Input | $0.70 |
| 2026-10-25 | edenai | Input | $0.50 |
| 2026-10-26 | edenai | Input | $0.70 |
| 2026-10-28 | edenai | Input | $0.50 |
| 2026-10-30 | edenai | Input | $0.70 |
| 2026-10-31 | edenai | Input | $0.50 |
| 2026-11-01 | edenai | Input | $0.70 |
| 2026-09-02 | huggingface · deepseek-ai | Input | $0.70 |
| 2026-09-04 | huggingface · deepseek-ai | Input | $3.00 |
| 2026-09-24 | huggingface · deepseek-ai | Input | $0.70 |
| 2026-10-19 | huggingface · deepseek-ai | Input | $3.00 |
| 2026-10-20 | huggingface · deepseek-ai | Input | $0.70 |
| 2026-10-22 | huggingface · deepseek-ai | Input | $3.00 |
| 2026-10-23 | huggingface · deepseek-ai | Input | $0.70 |
| 2026-10-25 | huggingface · deepseek-ai | Input | $3.00 |
| 2026-10-26 | huggingface · deepseek-ai | Input | $0.70 |
| 2026-10-28 | huggingface · deepseek-ai | Input | $3.00 |
| 2026-10-30 | huggingface · deepseek-ai | Input | $0.70 |
| 2026-10-31 | huggingface · deepseek-ai | Input | $3.00 |
| 2026-11-01 | huggingface · deepseek-ai | Input | $0.70 |
| 2026-09-02 | io-net · deepseek-ai | Input | $2.00 |
| 2026-10-22 | io-net · deepseek-ai | Input | $0.5237 |
| 2026-09-02 | kilo | Input | $0.70 |
| 2026-10-20 | kilo | Input | $0.50 |
| 2026-09-02 | nano-gpt · deepseek-ai | Input | $0.40 |
| 2026-10-05 | nano-gpt · deepseek-ai | Input | $0.50 |
| 2026-09-02 | openrouter | Input | $0.70 |
| 2026-09-06 | openrouter | Input | $0.70 |
| 2026-10-10 | openrouter | Input | $0.70 |
| 2026-10-19 | openrouter | Input | $0.50 |
| 2026-10-20 | openrouter | Input | $0.50 |
| 2026-09-02 | siliconflow-cn · deepseek-ai | Input | $0.50 |
| 2026-10-22 | siliconflow-cn · deepseek-ai | Input | $0.5978 |
| 2026-09-02 | siliconflow-cn · pro | Input | $0.50 |
| 2026-10-22 | siliconflow-cn · pro | Input | $0.5978 |
| 2026-09-02 | submodel · deepseek-ai | Input | $0.50 |
| 2026-10-22 | submodel · deepseek-ai | Input | $0.20 |
| 2026-09-02 | azure_ai | Output | $5.40 |
| 2026-09-26 | azure_ai | Output | $5.40 |
| 2026-09-02 | edenai | Output | $2.40 |
| 2026-10-10 | edenai | Output | $2.40 |
| 2026-10-19 | edenai | Output | $2.15 |
| 2026-10-20 | edenai | Output | $2.40 |
| 2026-10-22 | edenai | Output | $2.15 |
| 2026-10-23 | edenai | Output | $2.40 |
| 2026-10-25 | edenai | Output | $2.15 |
| 2026-10-26 | edenai | Output | $2.40 |
| 2026-10-28 | edenai | Output | $2.15 |
| 2026-10-30 | edenai | Output | $2.40 |
| 2026-10-31 | edenai | Output | $2.15 |
| 2026-11-01 | edenai | Output | $2.40 |
| 2026-09-02 | huggingface · deepseek-ai | Output | $2.50 |
| 2026-09-04 | huggingface · deepseek-ai | Output | $5.00 |
| 2026-09-24 | huggingface · deepseek-ai | Output | $2.50 |
| 2026-10-19 | huggingface · deepseek-ai | Output | $5.00 |
| 2026-10-20 | huggingface · deepseek-ai | Output | $2.50 |
| 2026-10-22 | huggingface · deepseek-ai | Output | $5.00 |
| 2026-10-23 | huggingface · deepseek-ai | Output | $2.50 |
| 2026-10-25 | huggingface · deepseek-ai | Output | $5.00 |
| 2026-10-26 | huggingface · deepseek-ai | Output | $2.50 |
| 2026-10-28 | huggingface · deepseek-ai | Output | $5.00 |
| 2026-10-30 | huggingface · deepseek-ai | Output | $2.50 |
| 2026-10-31 | huggingface · deepseek-ai | Output | $5.00 |
| 2026-11-01 | huggingface · deepseek-ai | Output | $2.50 |
| 2026-09-02 | io-net · deepseek-ai | Output | $8.75 |
| 2026-10-22 | io-net · deepseek-ai | Output | $2.2053 |
| 2026-09-02 | kilo | Output | $2.50 |
| 2026-10-20 | kilo | Output | $2.15 |
| 2026-09-02 | nano-gpt · deepseek-ai | Output | $1.70 |
| 2026-10-05 | nano-gpt · deepseek-ai | Output | $2.15 |
| 2026-09-02 | openrouter | Output | $2.50 |
| 2026-09-06 | openrouter | Output | $2.50 |
| 2026-10-10 | openrouter | Output | $2.50 |
| 2026-10-19 | openrouter | Output | $2.15 |
| 2026-10-20 | openrouter | Output | $2.15 |
| 2026-09-02 | siliconflow-cn · deepseek-ai | Output | $2.18 |
| 2026-10-22 | siliconflow-cn · deepseek-ai | Output | $2.3912 |
| 2026-09-02 | siliconflow-cn · pro | Output | $2.18 |
| 2026-10-22 | siliconflow-cn · pro | Output | $2.3912 |
| 2026-09-02 | submodel · deepseek-ai | Output | $2.15 |
| 2026-10-22 | submodel · deepseek-ai | Output | $0.80 |
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