Sonar Reasoning Pro API128K context

Pricing & specs mirror our live pricing as of July 2026 (pay-as-you-go).

What is Sonar Reasoning Pro?

Note: Sonar Pro pricing includes Perplexity search pricing. See [details here](https://docs.perplexity.ai/guides/pricing#detailed-pricing-breakdown-for-sonar-reasoning-pro-and-sonar-pro) Sonar Reasoning Pro is a premier reasoning model powered by DeepSeek R1 with Chain of Thought (CoT). Designed for...

Sonar Reasoning Pro on the release timeline

Sonar Reasoning Pro pricing

Pay-as-you-go on DataLLM Lab — these are our live list prices (identical to the pricing page):

On output price, Sonar Reasoning Pro is cheaper than 22% of the 309 models in the catalog.

What Sonar Reasoning Pro costs per month

Cost = input price × input volume + output price × output volume. The same five workloads run on every model page, so any two compare directly.

Sonar Reasoning Pro vs alternatives

When not to use Sonar Reasoning Pro

• It is premium-priced (output cheaper than only 22% of the catalog) — for routine work a cheaper model likely does the job.
• It is served by a single provider, so there is less failover headroom during an outage.

Specs

How to call Sonar Reasoning Pro

Copyfrom openai import OpenAI
client = OpenAI(base_url="https://api.datallmlab.com/v1", api_key="YOUR_DATALLM_LAB_KEY")
resp = client.chat.completions.create(
    model="perplexity/sonar-reasoning-pro",
    messages=[{"role": "user", "content": "Hello"}],
)
print(resp.choices[0].message.content)

Copycurl https://api.datallmlab.com/v1/chat/completions \
  -H "Authorization: Bearer YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"perplexity/sonar-reasoning-pro","messages":[{"role":"user","content":"Hello"}]}'

Copyimport OpenAI from "openai";
const client = new OpenAI({ baseURL: "https://api.datallmlab.com/v1", apiKey: process.env.DATALLM_KEY });
const r = await client.chat.completions.create({
  model: "perplexity/sonar-reasoning-pro",
  messages: [{ role: "user", content: "Hello" }],
});
console.log(r.choices[0].message.content);

The same key routes Sonar Reasoning Pro and 300+ other models — switch models by changing one string. How OpenAI-compatible APIs work.

Prompting tips for Sonar Reasoning Pro

• State the goal, not every step. Sonar Reasoning Pro reasons internally — give it the objective, constraints and success criteria and let it plan the approach; over-scripting each step tends to lower quality. Turn effort up for hard problems.
• It reads images. Send image parts alongside your text and ask for specific outputs (named JSON fields, a table, "what changed") rather than "describe this".
• It's premium — spend where it counts. Route easy calls to a cheaper model and reserve Sonar Reasoning Pro for the hard reasoning; trim system prompts and few-shot examples that don't move the result.

Tips are derived from Sonar Reasoning Pro's actual capabilities — context window, tool & JSON support, modality and price tier — not generic advice.

Open-source tools for Sonar Reasoning Pro

Popular open-source frameworks and agents to build with Sonar Reasoning Pro over the API — star counts pulled from GitHub (July 2026).

Listed by GitHub stars; inclusion is by ecosystem relevance (agent frameworks, SDKs and gateways), not affiliation. Stars change — see each repo for current numbers.

Migrating to Sonar Reasoning Pro

Coming from OpenAI or another gateway? On an OpenAI-compatible setup the only changes are base_url → https://api.datallmlab.com/v1 and model → perplexity/sonar-reasoning-pro. Messages, streaming and the rest of your code stay the same. Routing & failover guide.

Rate limits & reliability

Rate limits here are the DataLLM Lab gateway's, not the upstream vendor's. On 429 (rate limited) or 503 (provider busy), retry with exponential backoff. See the error-code guide and failover setup.

Related reading

Frequently asked questions