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Operational Review

Sonar Pro Search

Sonar Pro Search is a premium model with long context support, suited to web research and search-grounded answers for enterprise teams.

Try Sonar Pro Search with your team

Last reviewed: 2026-09-02

Sonar Pro Search

Perplexity

Stable
Context Window
200,000
Input / 1M
$4.50
Output / 1M
$22.50

What can you do with Sonar Pro Search?

Practical ways teams can use Sonar Pro Search inside governed AI workflows.

01

Research live topics with Sonar Pro Search

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

02

Monitor market signals with Sonar Pro Search

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

03

Prepare sourced briefs with Sonar Pro Search

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

04

Verify claims with Sonar Pro Search

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

05

Compare vendors with Sonar Pro Search

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

06

Govern web research with Sonar Pro Search

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

Why this model

Sonar Pro Search is available in Remova as a long context option with $4.50 per 1M tokens input pricing, $22.50 per 1M tokens output pricing, and text and image input to text output support.

  • Sonar Pro Search offers long context capacity for enterprise prompts and documents.
  • Current Remova pricing band is premium: $4.50 per 1M tokens input and $22.50 per 1M tokens output.
  • Best-fit workloads include: Web research, Search-grounded answers, Source-backed analysis.
  • Apply department budgets and alert thresholds from day one.

At a glance

Model ID
perplexity/sonar-pro-search
Context Window
200,000 tokens
Modality
Text and image input to text output
Input Modalities
Text, Image
Output Modalities
Text
Input Price
$4.50 per 1M tokens
Output Price
$22.50 per 1M tokens
Provider
Perplexity
Listing Date
2025-10-30

Strengths

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

Tradeoffs

  • Governance controls are still required for regulated or sensitive workflows.
  • Long-context prompts can increase spend and latency if prompts are not scoped carefully.
  • Premium tiers should be restricted to high-value workflows to avoid unnecessary spend concentration.
  • Search-grounded models need citation checks, source freshness review, and hallucination monitoring.

Best for

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

Rollout checklist

  • Define where Sonar Pro Search 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.
  • Measure business impact against cost before scaling usage.
  • 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.

include_reasoning

Enable only where reasoning traces add operational value or review quality.

max_tokens

Set completion limits to avoid unpredictable long-output spend.

presence_penalty

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

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 Pro Search FAQs

Choose Sonar Pro Search 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 Pro Search with your team