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Sonar Reasoning Pro

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

Try Sonar Reasoning Pro with your team

Last reviewed: 2026-09-02

Sonar Reasoning Pro

Perplexity

Stable
Context Window
128,000
Input / 1M
$3.00
Output / 1M
$12.00

What can you do with Sonar Reasoning Pro?

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

01

Research live topics with Sonar Reasoning Pro

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

02

Monitor market signals with Sonar Reasoning Pro

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

03

Prepare sourced briefs with Sonar Reasoning Pro

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

04

Verify claims with Sonar Reasoning Pro

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

05

Compare vendors with Sonar Reasoning Pro

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

06

Govern web research with Sonar Reasoning Pro

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

Why this model

Sonar Reasoning Pro is available in Remova as a standard context option with $3.00 per 1M tokens input pricing, $12.00 per 1M tokens output pricing, and text and image input to text output support.

  • Sonar Reasoning Pro offers standard context capacity for enterprise prompts and documents.
  • Current Remova pricing band is premium: $3.00 per 1M tokens input and $12.00 per 1M tokens output.
  • Best-fit workloads include: Web research, Search-grounded answers, Source-backed analysis.
  • Keep role-based access in place before broad rollout.

At a glance

Model ID
perplexity/sonar-reasoning-pro
Context Window
128,000 tokens
Modality
Text and image input to text output
Input Modalities
Text, Image
Output Modalities
Text
Input Price
$3.00 per 1M tokens
Output Price
$12.00 per 1M tokens
Provider
Perplexity
Listing Date
2025-03-07

Strengths

  • Sonar Reasoning Pro is suited for web research.
  • Supports standard 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

  • Without workload routing, teams may overuse this model for requests that fit lower-cost tiers.
  • Standard context limits may require chunking or retrieval strategies for large documents.
  • 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 Reasoning Pro for current web research with citations, source review, and policy controls.
  • Sonar Reasoning Pro for search-grounded answers that need source freshness and audit trails.
  • Sonar Reasoning Pro for sourced briefs, claim checks, and evidence-backed research workflows.
  • Sonar Reasoning Pro for monitoring market, competitor, policy, and customer signals.

Rollout checklist

  • Define where Sonar Reasoning Pro 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 one workflow, then expand after you verify quality and spend.
  • 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 Reasoning Pro FAQs

Choose Sonar Reasoning Pro 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 Reasoning Pro with your team