AI Models
← Back to all models

Perplexity Sonar

PerplexityLarge Language ModelProprietary

AI search model that combines LLM capabilities with real-time web search, returning cited, up-to-date answers. DEPRECATED: the Sonar Chat Completions API is supported only until September 27, 2026 — Perplexity directs developers to the new Agent API. Request fees are now tiered at $5-12 per 1K requests by search context size.

Abilities

Text GenerationRAGMultilingualFunction Calling

Use Cases

ResearchChatbotData AnalysisEducation

Available in Tools

Availability

How to Use

Use the Perplexity API with Sonar model IDs. API is OpenAI-compatible. Also accessible through perplexity.ai web and mobile apps.

Pros

  • Real-time web search built-in — always has current information
  • Citations with every answer — verifiable sources you can check
  • Excellent for research and fact-checking tasks
  • OpenAI-compatible API — easy to integrate into existing pipelines

Cons

  • Dependent on web search quality — garbage in, garbage out
  • Can occasionally hallucinate citations that look real but are wrong
  • Less capable on pure reasoning compared to dedicated reasoning models
  • Search costs ($5/1000 searches) add up for high-volume use
  • Closed source — no self-hosting option

What to Use It For

star

Perfect For

Research requiring current information

Real-time web search ensures answers are based on the latest available data

Fact-checking with sources

Every answer includes clickable citations — you can verify claims directly

thumb_up

Good For

Academic research

Combines web search with synthesis — good for literature review and exploration

News analysis and competitive intelligence

Real-time access to news sources enables current market and competitor analysis

warning

Not Recommended

Complex coding tasks

Optimized for search and research, not code generation or debugging

Try instead: Claude Sonnet 5

Creative writing

Search-focused model — not designed for narrative or creative text generation

Try instead: Claude Opus 5

block

Do Not Use For

Offline use

The entire value proposition is real-time web search — useless without internet

Try instead: Llama 4 Maverick

Image generation

Text-only model — cannot create images

Try instead: FLUX.1

Technical Details

Pricing$1.00 / 1M input tokens, $1.00 / 1M output tokens (+ $5-12 / 1K requests, tiered by search context size)
ParametersUndisclosed
detail.contextWindow128K tokens

Links