Sonar Deep Research vs Sonar Reasoning Pro: API Cost Comparison
Compare the API pricing, context windows, features, and real-world cost projections for Sonar Deep Research (Perplexity) and Sonar Reasoning Pro (Perplexity). Use the interactive calculator below to compute your exact monthly cost based on your token usage and request volume.
Prices verified Mar 10, 2026
Interactive Cost Calculator
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Showing costs for 2 models. Cheapest: Sonar Deep Research at $60.00/month.
| Alert | |||||||
|---|---|---|---|---|---|---|---|
BestSonar Deep Research | Perplexity | $60.00 | $0.006000 | $20.00 | $40.00 | — | Alerts coming soon |
Sonar Reasoning Pro | Perplexity | $60.00 | $0.006000 | $20.00 | $40.00 | — | Alerts coming soon |
Monthly Cost Comparison
Price Comparison at a Glance
All prices are in USD per 1 million tokens ($/M tokens). Lower is cheaper.
| Pricing Type | Sonar Deep Research | Sonar Reasoning Pro | Cheaper |
|---|---|---|---|
| Input (standard) | $2.00/M | $2.00/M | — |
| Output | $8.00/M | $8.00/M | — |
Prices last verified: 2026-03-10
Cost Breakdown by Usage Volume
Estimated monthly costs at different request volumes, assuming 1,000 input tokens and 500 output tokens per request. Adjust in the calculator above for your specific use case.
| Volume | Sonar Deep ResearchMonthly | Sonar Reasoning ProMonthly | Sonar Deep ResearchPer request | Sonar Reasoning ProPer request |
|---|---|---|---|---|
| 1K requests/mo | $6.00 | $6.00 | $0.006000 | $0.006000 |
| 10K requests/mo | $60.00 | $60.00 | $0.006000 | $0.006000 |
| 100K requests/mo | $600.00 | $600.00 | $0.006000 | $0.006000 |
| 1M requests/mo | $6,000.00 | $6,000.00 | $0.006000 | $0.006000 |
Green values indicate the lower-cost option at each volume tier. Cost per request is calculated at 1,000 input + 500 output tokens using standard (non-batch, non-cached) pricing.
Price History
Input price per 1M tokensWhen to Choose Sonar Deep Research
by Perplexity
- RAG / Semantic search
- Document summarization
Input / 1M tokens
$2.00/M
Output / 1M tokens
$8.00/M
Context window
127,072
Tier
reasoning
When to Choose Sonar Reasoning Pro
by Perplexity
- RAG / Semantic search
- Document summarization
Input / 1M tokens
$2.00/M
Output / 1M tokens
$8.00/M
Context window
127,072
Tier
reasoning
Key Differences Beyond Price
Cost is only one factor in choosing an AI model. Context window size, rate limits, supported features, and latency all affect whether a model fits your use case.
| Capability | Sonar Deep Research | Sonar Reasoning Pro |
|---|---|---|
| Context window | 127,072 tokens | 127,072 tokens |
| Max output tokens | 8,192 tokens | 8,192 tokens |
| Performance tier | Reasoning | Reasoning |
| Vision / image input | No | No |
| Function calling | No | No |
| JSON mode | No | No |
| Prompt caching | No | No |
| Batch API (50% discount) | No | No |
| Extended reasoning | Yes | Yes |
| Fine-tuning | No | No |
Sonar Deep Research notes
Additional fees: $2/1M citation tokens, $3/1M reasoning tokens, $5 per 1,000 search queries. Designed for exhaustive research tasks.
Sonar Reasoning Pro notes
Search pricing: $6-$14 per 1,000 requests. Chain of Thought reasoning with web grounding. Best for complex factual queries requiring step-by-step analysis.
Frequently Asked Questions
Is Sonar Deep Research cheaper than Sonar Reasoning Pro?
Sonar Deep Research and Sonar Reasoning Pro cost the same at standard usage (1,000 input + 500 output tokens, 100K requests/month): $600.00/month each. For different token ratios, use the calculator above.
Which model has a larger context window, Sonar Deep Research or Sonar Reasoning Pro?
Both Sonar Deep Research and Sonar Reasoning Pro have the same context window: 127,072 tokens.
Do Sonar Deep Research and Sonar Reasoning Pro support the Batch API?
Neither Sonar Deep Research nor Sonar Reasoning Pro currently supports a batch API with discounted pricing. For batch-eligible alternatives, consider models from OpenAI, Anthropic, or Google that include batch API support.
Which model offers better prompt caching?
Neither Sonar Deep Research nor Sonar Reasoning Pro currently supports prompt caching. For prompt-caching capable alternatives, consider Claude models from Anthropic or GPT-4o from OpenAI.
What are the best use cases for Sonar Deep Research vs Sonar Reasoning Pro?
Both models are well-suited for RAG / Semantic search, Document summarization. Sonar Deep Research is particularly strong for overlapping tasks. Sonar Reasoning Pro is favored for similar workflows. At the same quality level, the lower-cost model is usually preferable; use this page's calculator to compare total monthly spend at your volume.
What is the cost per request for Sonar Deep Research vs Sonar Reasoning Pro?
At 1,000 input tokens and 500 output tokens per request — a typical conversational workload — Sonar Deep Research costs $0.006000 per request and Sonar Reasoning Pro costs $0.006000 per request. At 100,000 requests/month, that translates to $600.00 and $600.00 respectively. Use the interactive calculator to adjust these parameters for your actual workload.
Sonar Deep Research vs Sonar Reasoning Pro: Summary
When comparing Sonar Deep Research and Sonar Reasoning Pro for API cost, the right choice depends on your workload's token profile, required features, and tolerance for latency. Both models cost the same at standard usage volumes (1,000 input + 500 output tokens per request at 100,000 requests/month) at $600.00/month.
Both models are priced in USD per million tokens, the standard unit across all major AI API providers. Sonar Deep Research charges $2.00/M for input tokens and $8.00/M for output tokens. Sonar Reasoning Pro charges $2.00/M input and $8.00/M output. If your workload is output-heavy (more tokens generated than consumed as input), the model with the lower output price compounds cost savings significantly at scale.
Context window capacity differs between the two: Both models support 127,072 tokens per request. A larger context window is essential for document summarization, large codebase analysis, and multi-document retrieval-augmented generation (RAG) applications.
Use the interactive calculator at the top of this page to enter your actual token usage and monthly request volume for a precise cost comparison tailored to your workload. Adjust for batch API discounts and prompt caching to find the most cost-effective option for your specific deployment.
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Relevant Use Cases
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