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Sonar Small

perplexity/llama-3.1-sonar-small

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Compare with…Added 2026
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Sonar Small is Perplexity's compact web-grounded model built on a Llama 3.1 base, designed for fast, cost-efficient question answering with real-time internet retrieval. It queries the live web at inference time and synthesizes results into concise, cited responses, making it practical for applications that need current information without the compute cost of larger variants.

Its smaller footprint makes it well-suited for high-throughput pipelines, mobile-adjacent applications, or any scenario where latency and cost must be minimized while still maintaining access to fresh web content. It handles factual lookups, quick summaries, and news queries effectively.

Key Features

Real-time web search grounding at inference time

Inline source citations for answer transparency

Lower latency and cost compared to larger Sonar variants

Llama 3.1 base with Perplexity's retrieval stack

Handles factual queries, news, and current-events lookups

Suitable for high-throughput API usage

Ideal Use Cases

1.

High-volume factual Q&A with live web sources

2.

Cost-sensitive chatbot backends needing current information

3.

News headline summarization at scale

4.

Quick product or pricing lookups requiring fresh data

5.

Developer prototyping of search-grounded features

Example Prompts for Sonar Small

Technical Specifications

ProviderPerplexity
CategorySearch
ModalityText -> Text (web-grounded)
Context Window127,072 tokens

Frequently Asked Questions

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