DeepReasoning API

Pairs DeepSeek R1 chain-of-thought reasoning with Anthropic Claude creative and code generation behind a unified, data-controlled interface.

WinFuncText GenerationReleased Jan 26, 2025Native Inference

About DeepReasoning

Pairs DeepSeek R1 chain-of-thought reasoning with Anthropic Claude creative and code generation behind a unified, data-controlled interface.

Also known as WinFunc DeepReasoning

reasoningthinking

DeepReasoning specs

Model ID
deepreasoning
Provider
WinFunc
Category
Text Generation
Released
Jan 26, 2025
Max output
32,000 tokens
Input
Text
Output
Text
Endpoints
POST /v1/chat/completions
POST /v1/responses
POST /v1/messages

DeepReasoning API pricing

Live pay-as-you-go rates from the EmpirioLabs catalog. You are billed only for what you use, with no monthly minimum.

Type
Spec
Rate
R1-0528 + Claude Sonnet 4.5 (Default)
per 1K tokens
In $0.012 / Out $0.058
R1-0528 + Claude Haiku 4.5
per 1K tokens
In $0.0048 / Out $0.023
R1-0528 + Claude Opus 4.5
per 1K tokens
In $0.019 / Out $0.092
R1-0528 + Claude Sonnet 4
per 1K tokens
In $0.012 / Out $0.058
R1-0528 + Claude Opus 4.1
per 1K tokens
In $0.053 / Out $0.26
R1-0528 + Claude Opus 4
per 1K tokens
In $0.053 / Out $0.26
Web Search (Linkup)
per call when invoked
$0.013
Compare on the full pricing page

How to call the DeepReasoning API

DeepReasoning serves the OpenAI-compatible Chat Completions API. Point any OpenAI SDK at https://api.empiriolabs.ai/v1 with your EmpirioLabs API key and use the model id deepreasoning. Get an API key from the EmpirioLabs dashboard.

cURL
curl https://api.empiriolabs.ai/v1/chat/completions \
  -H "Authorization: Bearer $EMPIRIOLABS_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "deepreasoning",
    "messages": [
      {"role": "user", "content": "Write a haiku about the ocean."}
    ]
  }'
Python (OpenAI SDK)
from openai import OpenAI

client = OpenAI(
    base_url="https://api.empiriolabs.ai/v1",
    api_key="YOUR_EMPIRIOLABS_API_KEY",
)

response = client.chat.completions.create(
    model="deepreasoning",
    messages=[{"role": "user", "content": "Write a haiku about the ocean."}],
)
print(response.choices[0].message.content)
Full DeepReasoning API reference

DeepReasoning API parameters

Request parameters supported by the DeepReasoning API on EmpirioLabs. Defaults apply when a field is omitted.

ParameterTypeDefaultRange / valuesDescription
temperaturenumber0.70 to 2Sampling temperature. Applies to both the R1 reasoning stage and the Claude synthesis stage.
top_pnumber0.90 to 1Nucleus sampling. Applies to both the R1 reasoning stage and the Claude synthesis stage.
max_tokensnumber81921 to 65536Maximum output tokens for the Claude synthesis stage.
anthropic_modelenumclaude-sonnet-4-5-20250929claude-sonnet-4-5-20250929, claude-haiku-4-5-20251001, claude...Choose the Claude model to pair with DeepSeek R1 0528 reasoning. The R1 model produces the chain-of-thought; the Claude model synthesizes the final answer.
web_search_linkupbooleanfalse-Optional web search powered by Linkup. When enabled, recent web sources are retrieved using your latest user message as the query and provided to the model as...
disable_formattingbooleanfalse-When enabled, the gateway will not append the "Sources" footer to assistant responses that used Linkup web search. Useful when the model output is piped to another...

Good to know

R1-0528 reasoning paired with one of: Claude Sonnet 4.5 (default), Haiku 4.5, Opus 4.5, Sonnet 4, Opus 4.1, Opus 4, Sonnet 3.7, Haiku 3.5, Opus 3.

About "Native Inference" for this model

EmpirioLabs hosts the project's open-source API/orchestration logic from its GitHub repo on our own infrastructure — that's the "native" part. The underlying models (R1-0528 reasoning + the Claude completion model you pick) are still dialed via their respective official APIs. We don't host the model weights themselves.

DeepReasoning API: common questions

How much does the DeepReasoning API cost?

On EmpirioLabs, DeepReasoning is billed pay as you go: R1-0528 + Claude Sonnet 4.5 (Default) In $0.012 / Out $0.058 per 1K tokens; R1-0528 + Claude Haiku 4.5 In $0.0048 / Out $0.023 per 1K tokens; R1-0528 + Claude Opus 4.5 In $0.019 / Out $0.092 per 1K tokens. The live rate card on this page always matches what the API charges.

Is the DeepReasoning API OpenAI-compatible?

Yes. DeepReasoning serves the OpenAI-compatible Chat Completions API, so existing OpenAI SDKs work by pointing base_url at https://api.empiriolabs.ai/v1 and setting the model id to deepreasoning.

Can I try DeepReasoning in the browser before integrating?

Yes. The EmpirioLabs playground runs DeepReasoning in the browser with the same parameters the API exposes, so you can test prompts before writing code.

How do I get a DeepReasoning API key?

Create an EmpirioLabs account, then generate a key under API Keys in the dashboard. Billing is pay-as-you-go credits, so you only pay for the requests you make.

Ready to use better endpoints?

Check out our pricing or reach out if you want your own model deployed on our stack.