DeepSeek reasoning model for multi-step analysis, math, coding, and tools
Specification
deepseek listing
Context
66K
Max output
8K
Released
2025-08-05
Knowledge cutoff
2024-07
Retires
2026-08-13
Open weights
no
Input
text
Output
text
Price
US dollars per million tokens · deepseek list price
Input
$0.55
Output
$2.19
Cache read
$0.20
Cache write
$0.825
Quality
4 benchmarks · 2 sources
Composite
78th
percentile of 334 scored models
Rank
75 / 334
±0.05 sd
Evidence
4 × 2
3 or more benchmarks, from 2 or more sources
Effort range
—
one configuration only
coding58th1/3 bench
reasoning70th1/4 bench
math84th2/7 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 46 hosts
| Host | In $/M | Out $/M | Cache rd | Cache wr | Context | Output | Retires |
|---|---|---|---|---|---|---|---|
| deepseekvendor | $0.55 | $2.19 | — | — | 66K | 8K | — |
| iflowcn | free | free | — | — | 128K | 32K | — |
| lambda_ai | $0.20 | $0.60 | — | — | 131K | 131K | — |
| hyperbolic | $0.40 $0.25 | $0.40 $0.25 | — | — | 33K 131K | 33K 131K | — |
| nano-gpt | $0.40 | $1.70 | $0.20 | — | 128K | 8K | — |
| nano-gpt · deepseek-ai | $0.40 | $1.70 | $0.20 | — | 164K | 33K | — |
| alibaba-cn · siliconflow | $0.50 | $2.18 | — | — | 164K | 33K | — |
| deepinfra · deepseek-ai | $0.50 | $2.15 | $0.35 | — | 164K | 64K | — |
| meganova · deepseek-ai | $0.50 | $2.15 | — | — | 164K | 64K | — |
| siliconflow · deepseek-ai | $0.50 | $2.18 | — | — | 164K | 164K | — |
| siliconflow-cn · deepseek-ai | $0.50 | $2.18 | — | — | 164K | 164K | — |
| siliconflow-cn · pro | $0.50 | $2.18 | — | — | 164K | 164K | — |
| submodel · deepseek-ai | $0.50 | $2.15 | — | — | 75K | 164K | — |
| drun · public | $0.55 | $2.20 | — | — | 131K | 32K | — |
| vercel_ai_gateway · vercel-ai-gateway | $0.55 | $2.19 | — | — | 128K | 8K | — |
| alibaba-cn | $0.574 | $2.294 | — | — | 131K | 16K | — |
| cortecs | $0.652 | $2.57 | $0.163 | — | 164K | 164K | — |
| tensorx | $0.66 | $2.60 | $0.165 | $0.825 | 164K | 8K | — |
| melious | $0.6955 | $2.7821 | $0.1855 | — | 164K | 33K | — |
| deepinfra | $0.70 $0.50 | $2.40 $2.15 | $0.40 | — | 164K | 164K | — |
| edenai | $0.70 | $2.40 | — | — | 164K | 33K | — |
| jiekou | $0.70 | $2.50 | — | — | 164K | 33K | — |
| kilo | $0.70 | $2.50 | $0.35 | — | 64K 164K | 16K 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 | — |
| openrouter | $0.70 $0.50 | $2.50 $2.15 | $0.35 | — | 64K 164K 65K | 16K 33K 8K | — |
| nebius | $0.80 | $2.40 | — | — | 128K 164K | 128K 164K | — |
| azure | $1.35 | $5.40 | — | — | 164K | 164K | — |
| azure_ai | $1.35 | $5.40 | — | — | 128K | 8K | 2026-08-13 |
| azure-cognitive-services | $1.35 | $5.40 | — | — | 164K | 164K | — |
| merge-gateway | $1.35 | $5.40 | — | — | 164K | 41K | — |
| snowflake | $1.35 | $5.40 | — | — | 128K | 16K | — |
| vercel | $1.35 | $5.40 | — | — | 128K | 33K | — |
| wandb · wandb | $1.35 | $5.40 | — | — | 161K | 161K | — |
| io-net · deepseek-ai | $2.00 | $8.75 | $1.00 | $4.00 | 128K | 4K | — |
| abacus · deepseek-ai | $3.00 | $7.00 | — | — | 128K | 8K | — |
| crusoe · crusoe | $3.00 | $7.00 | — | — | 164K | 164K | — |
| fireworks_ai | $3.00 | $8.00 | — | — | 128K 160K | 20K 160K | — |
| huggingface · deepseek-ai | $3.00 $0.70 | $5.00 $2.50 | — | — | 164K 64K | 164K 33K | — |
| together_ai | $3.00 | $7.00 | — | — | 128K 164K | 20K | 2026-05-14 |
| 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 | — |
| qiniu-ai | — | — | — | — | 128K | 32K | — |
| 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 | huggingface · deepseek-ai | Input | $0.70 |
| 2026-09-04 | huggingface · deepseek-ai | Input | $3.00 |
| 2026-09-02 | openrouter | Input | $0.70 |
| 2026-09-06 | openrouter | Input | $0.70 |
| 2026-09-02 | huggingface · deepseek-ai | Output | $2.50 |
| 2026-09-04 | huggingface · deepseek-ai | Output | $5.00 |
| 2026-09-02 | openrouter | Output | $2.50 |
| 2026-09-06 | openrouter | Output | $2.50 |
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