Tasks and inputs
Sonar Reasoning Pro is listed for Image-text-to-text, Text generation. It accepts text, image and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
SyncDev model directory · Profile updated Oct 13, 2026
Sonar Reasoning Pro from Perplexity: Web-grounded Sonar for multi-step research questions that need cited reasoning.
The specification score summarizes recorded features and limits. It is not a benchmark result.
Recorded modality support shows what this model can accept and produce. An undocumented modality is shown as unknown rather than assumed to be unsupported.
Accepts
Produces
Web-grounded Sonar for multi-step research questions that need cited reasoning. The registry places it in the sonar-reasoning family with a release date of 2024-01-01. This profile describes its documented interface and how to evaluate it for the intended task.
The recorded inputs are text and image, with text output. The registry lists a 128,000-token context window and up to 4,096 output tokens. It also declares reasoning. These are specifications, not a measured quality or speed ranking. A host can impose its own request limits and support a different subset of features.
Sonar Reasoning Pro is recorded as a hosted model without downloadable weights. Confirm the current model ID and access conditions on the chosen API. A registry listing alone does not establish that an account or region has access.
No independently checked token rate is added from a hosting alias. Use the route’s current price and billing unit when comparing cost, including output, reasoning, cache behavior and retries where applicable.
Test photographs, screenshots and documents with the detail your application needs to read. Include small text, crowded layouts and questions whose answer is absent. Check whether the answer is supported by the image instead of accepting a plausible description.
This is a registry-sourced profile. A model-specific publisher document has not yet been confirmed; access and specifications should be checked before an integration decision. SyncDev has not independently benchmarked Sonar Reasoning Pro.
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Sonar Reasoning Pro is listed for Image-text-to-text, Text generation. It accepts text, image and produces text. Use the publisher’s input format and preprocessing for your chosen deployment.
Documented limits: 128K context and 4.1K maximum output. The listed route charges $2.00 input and $8.00 output per million tokens. Measure a completed task using the prompts, documents and tools your application will use. Include reasoning and retries in the result.
Use the model identifier and account requirements for the selected API route. Confirm its request limits and output format with one complete task before connecting a larger workflow.
These records share a directory category. Check the source card, output type and deployment requirements before treating a model as a replacement.
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