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Sonar

Language Search-grounded Available Full comparison ↗

perplexity/sonar · by Perplexity · decoder-only-transformer

Search-grounded model. Unlike a standard base model, this offering combines an underlying LLM with live web retrieval and citations — not a directly comparable like-for-like with a non-search-grounded entry. Billed with the token pricing below plus a per-request search-context fee (see Pricing).

Pricing — 1 offering(s)

Input tokens

  • $1.00 / 1M tokens (input) Current 2026-07-26 → present

Output tokens

  • $1.00 / 1M tokens (output) Current 2026-07-26 → present

Search context fee (billed on top of token pricing, per query)

  • low $5.00 / 1k requests
  • medium $8.00 / 1k requests
  • high $12.00 / 1k requests

Showing the active price and any recorded history. Full pricing history is available via the paid API — see API docs.

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Capability profile

reasoning weak
tool use moderate
instruction following moderate
context window moderate
speed strong
cost efficiency strong
multilingual moderate
coding weak

Operator guidance

The default choice within the Sonar family for cheap, fast, cited web answers to straightforward questions. Step up to Sonar Pro when you need more search results per query, longer context (200K), or better handling of complex/follow-up queries; to Sonar Reasoning Pro when the task needs step-by-step analysis; to Sonar Deep Research for exhaustive multi-source reports. Outside the Sonar family, a general LLM plus your own retrieval layer is more flexible but loses Perplexity's tuned grounding and citation formatting.

Use cases

Limitations

Citations