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Sonar

Sonar is a balanced model with standard context support, suited to web research and search-grounded answers for enterprise teams.

Try Sonar with your team

Last reviewed: 2026-09-02

Sonar

Perplexity

Stable
Context Window
127,072
Input / 1M
$1.50
Output / 1M
$1.50

What can you do with Sonar?

Practical ways teams can use Sonar inside governed AI workflows.

01

Research live topics with Sonar

Answer current questions with search-grounded context, citations, and review checkpoints with Sonar.

02

Monitor market signals with Sonar

Track competitor, customer, policy, and industry changes with governed research workflows with Sonar.

03

Prepare sourced briefs with Sonar

Create sourced summaries for executives, analysts, sales teams, and compliance reviews with Sonar.

04

Verify claims with Sonar

Check factual claims against current sources before content, support, or sales teams publish with Sonar.

05

Compare vendors with Sonar

Gather current product, pricing, positioning, and risk signals for procurement workflows with Sonar.

06

Govern web research with Sonar

Keep source-backed answers behind citation, retention, and approval controls with Sonar.

Why this model

Sonar is available in Remova as a standard context option with $1.50 per 1M tokens input pricing, $1.50 per 1M tokens output pricing, and text and image input to text output support.

  • Sonar offers standard context capacity for enterprise prompts and documents.
  • Current Remova pricing band is balanced: $1.50 per 1M tokens input and $1.50 per 1M tokens output.
  • Best-fit workloads include: Web research, Search-grounded answers, Source-backed analysis.
  • Keep audit logs enabled for high-impact use cases.

At a glance

Model ID
perplexity/sonar
Context Window
127,072 tokens
Modality
Text and image input to text output
Input Modalities
Text, Image
Output Modalities
Text
Input Price
$1.50 per 1M tokens
Output Price
$1.50 per 1M tokens
Provider
Perplexity
Listing Date
2025-01-27

Strengths

  • Sonar is suited for web research.
  • Supports standard context for multi-step prompts and larger working sets.
  • Pricing profile is balanced, enabling predictable workload routing decisions.
  • Can be paired with policy guardrails for safer deployment at scale.

Tradeoffs

  • Quality and latency should be benchmarked against your internal prompt set before broad rollout.
  • Standard context limits may require chunking or retrieval strategies for large documents.
  • Balanced-price tiers still need policy-based routing to protect monthly budgets.
  • Search-grounded models need citation checks, source freshness review, and hallucination monitoring.

Best for

  • Sonar for current web research with citations, source review, and policy controls.
  • Sonar for search-grounded answers that need source freshness and audit trails.
  • Sonar for sourced briefs, claim checks, and evidence-backed research workflows.
  • Sonar for monitoring market, competitor, policy, and customer signals.

Rollout checklist

  • Define where Sonar is default vs. fallback in your routing policy.
  • Enable role-based access and policy checks before opening access broadly.
  • Set spend guardrails by team and monitor weekly token consumption.
  • Start with approved teams, then expand in controlled waves.
  • Re-run quality and cost benchmarks monthly as newer releases appear.

Related models

Explore adjacent model profiles for routing and benchmarking decisions.

Free Resource

Where Should Your Team Start with AI?

Tell us your industry and team size. We'll tell you which AI use cases will save the most time with the least setup.

You get

A shortlist of AI use cases ranked by impact and effort for your situation.

Tuning notes

frequency_penalty

Tune repetition control for long responses in multi-step workflows.

max_tokens

Set completion limits to avoid unpredictable long-output spend.

presence_penalty

Use carefully when expanding idea diversity in exploration-heavy prompts.

temperature

Lower temperature for deterministic policy and compliance tasks.

Free Assessment

What Could Go Wrong?

5 questions about how your company uses AI today. We'll show you the risks most companies miss until it's too late.

You get

A risk breakdown with the 3 things you should fix first.

Book demo
Knowledge Hub

Sonar FAQs

Choose Sonar when the workload aligns with web research, search-grounded answers, source-backed analysis and quality targets justify its pricing profile.
It depends on workload mix. Most organizations use routing policies so routine traffic stays on lower-cost tiers.
Validate quality on real internal prompts, token efficiency, latency, and policy compliance behavior.

Deploy This Model With Governance

Use policy controls, role-based access, and budget guardrails before enabling advanced model tiers at scale.

Try Sonar with your team