DeepSeek-R1

DeepSeek R1 is here: Performance on par with OpenAI o1, but open-sourced and with fully open reasoning tokens. It's 671B parameters in size, with 37B active in an inference pass.

Fully open-source model & technical report.

MIT licensed: Distill & commercialize freely!

deepseek/deepseek-r1
Organization
DeepSeek
Providers
12
Context
128,000
Output limit
32,768
Knowledge
2024-07
Release
2025-01-20
Updated
2025-05-29
Weights
Open
Input
text
Output
text
Capabilities
Tools, Reasoning, Temperature

Providers

Compare every cataloged offer for this model, including its provider, route, token limits, price, and capabilities.

13 offers · USD per million tokens
ProviderModel IDContextOutputInput / output · 1MReasoningToolsStructuredDetails
Amazon Bedrock
us.deepseek.r1-v1:0
128,00032,768$1.35 / $5.40YesNo—
View
Amazon Bedrock
deepseek.r1-v1:0
128,00032,768$1.35 / $5.40YesNo—
View
Cloudflare Workers AI
@cf/deepseek-ai/deepseek-r1-distill-qwen-32b
80,00080,000$0.497 / $4.881YesNoNo
View
Eden AI
deepinfra/deepseek-ai/DeepSeek-R1
163,84032,768$0.70 / $2.40YesYesNo
View
Hugging Face
deepseek-ai/DeepSeek-R1
64,00032,768$0.70 / $2.50YesYesYes
View
Kilo Gateway
deepseek/deepseek-r1
64,00016,000$0.70 / $2.50YesYesNo
View
Melious
deepseek-r1-0528
164,00032,768$0.69552 / $2.78208YesYes—
View
Merge Gateway
deepseek/deepseek-r1
163,84040,960$1.35 / $5.40YesNoNo
View
NanoGPT
deepseek-r1
128,0008,192$0.40 / $1.70YesYesNo
View
Novitavia OpenRouter
deepseek/deepseek-r1
fp8
64,00016,000$0.70 / $2.50YesYesNo
View
Snowflake Cortex
deepseek-r1
128,00032,768— / —YesYes—
View
TensorX
deepseek/deepseek-r1-0528
164,0008,192$0.66 / $2.60YesYes—
View
Vercel AI Gateway
deepseek/deepseek-r1
128,00032,768$1.35 / $5.40YesNo—
View

Prices and limits apply to each offer. A dash means the value is not provided. OpenRouter offers show the hosting provider and routing channel separately.

Pricing

Compare token rates and cache charges across available routes and hosting configurations.

USD per million tokens
Input from$0.40Per 1M input tokens
Output from$1.70Per 1M output tokens
Available offers13Across 12 providers

Lowest listed input and output prices across the offers above; they may belong to different providers. These are base rates, before conditional pricing, discounts or additional fees.

Endpoint price comparisonLatest observed snapshot · 1 lowest-priced configuration
InputOutput
Novitanovita/fp8
$0.70$2.50
deepseek/deepseek-r1Observed
Input
$0.70
Output
$2.50
Hosting prices through OpenRouter All endpoints and cache rates
EndpointInput / 1MOutput / 1MCache read / 1MCache write / 1M
Novitanovita/fp8$0.70$2.50——

Each row is a hosting configuration. Open an offer in Providers for its full pricing conditions and additional fees. Endpoint observations may differ from the routing catalog's base price.

Performance

Review reported latency and output-throughput percentiles from the latest observed rolling window.

Latest 30-minute observation

Time to first token · milliseconds

Latency distributionRolling 30-minute snapshot · 1 endpoint
P50P75P90P99
Novitanovita/fp8
1,155.5–7,720.98 ms
All latency percentiles 1 endpoints
EndpointP50P75P90P99
Novitanovita/fp81,155.5 ms1,476.25 ms2,094.7 ms7,720.98 ms

Output throughput · tokens per second

Throughput distributionRolling 30-minute snapshot · 1 endpoint
P50P75P90P99
Novitanovita/fp8
25–47 t/s
All throughput percentiles 1 endpoints
EndpointP50P75P90P99
Novitanovita/fp825 t/s35 t/s40 t/s47 t/s

Percentiles describe the observed request distribution. These are snapshots of a rolling window, not a historical time series.

Uptime

Compare successful request rates across the latest 5-minute, 30-minute, and 24-hour observations.

Successful requests by window
Availability by endpointCurrent overlapping windows · 1 endpoint
Endpoint5 minutes30 minutes24 hours
Novitanovita/fp8

Reported by OpenRouter at the time of collection; rate-limited requests are excluded. A dash means no measurement was reported. This is not a live availability check.

Benchmarks

Review attributed evaluation results on each source's original scale.

External evaluations
deepseek/deepseek-r1Observed
Benchmark profileArtificial Analysis · shared source scale from 0 to 30
Coding24.6
Agentic1.1
Intelligence11.4

Sources: Artificial Analysis and Design Arena, via OpenRouter. Scores retain their original scales and are not OpenAI Suite ratings.

Detailed evaluations

EvaluationConfigurationSourceResultsDetails
Composite indicesDeepSeek R1 (Jan '25)deepseek/deepseek-r1Artificial AnalysisIntelligence 11.4 · Coding 24.6 · Agentic 1.1
Details

Sources: Artificial Analysis, Design Arena and OpenRouter. Evaluation configurations and scales differ; results are not interchangeable. Updated Oct 4, 2026.

Apps & session costs

Compare observed median session costs for applications using this model, grouped by conversation length.

30-day sample · through Sep 27, 2026
ApplicationModel routeTurnsMedian cost / sessionDetails
Hermes Agentdeepseek/deepseek-r12–9 turns
$0.041355
Details

Source: OpenRouter, as of Oct 2, 2026. Published under CC BY 4.0. These are observed costs per session, not token prices or a forecast for your workload. Apps are compared separately.

Technical details & API

Explore specifications, supported parameters, reasoning controls, and API identifiers for each OpenRouter route.

Current route specifications
deepseek/deepseek-r1Observed
Context
64,000
Maximum output
16,000
Tokenizer
DeepSeek
Input
text
Output
text
Moderation
No
Instruction format
deepseek-r1
Knowledge cutoff
2024-07-31
Added to OpenRouter
2025-01-20
Base URLhttps://openrouter.ai/api/v1
Model IDdeepseek/deepseek-r1
Version IDdeepseek/deepseek-r1
Weights IDdeepseek-ai/DeepSeek-R1

Reasoning

Required
Yes
Enabled by default
Not reported
Default effort
—
Supported efforts
—

Supported parameters

  • frequency_penalty
  • include_reasoning
  • max_tokens
  • presence_penalty
  • reasoning
  • repetition_penalty
  • response_format
  • seed
  • stop
  • temperature
  • tool_choice
  • tools
  • top_k
  • top_p

Frequently asked questions

Answers based on the model metadata and serving offers currently in the catalog.

How much does DeepSeek-R1 cost?

Listed rates start at $0.40 per million input tokens and $1.70 per million output tokens. Prices vary by provider and configuration; see Pricing for details.

Which providers offer DeepSeek-R1?

There are 13 cataloged offers across 12 providers. Compare model IDs, prices and limits in Providers.

What is the context window?

The cataloged model context is 128,000 tokens. Each serving endpoint may apply a different limit.

Does it support tools and structured output?

Tool calling: Yes. Structured output: Not reported. Support can vary by endpoint.

Resources

Catalog history · 2 recorded revisions

Metadata observations since this model was first cataloged. These are not model release versions.

  • · 0f03ab2ae876
  • · 2301231b2d5c