Sonar Reasoning Pro vs o3-pro
Side-by-side comparison of API pricing, specs, benchmarks, and capabilities
Sonar Reasoning Pro is 90% cheaper on blended cost ($3.50 vs $35.00/Mtok)
| Specification |
by Perplexity
|
by OpenAI
|
|---|---|---|
| Overview | ||
| Status | Current reasoning | Current reasoning |
| Released | Mar 1, 2025 | Jun 10, 2025 |
| Pricing per million tokens | ||
| Input | $2.00/Mtok | $20.00/Mtok |
| Output | $8.00/Mtok | $80.00/Mtok |
| Blended avg | $3.50/Mtok | $35.00/Mtok |
| Specifications | ||
| Context window | 200K tokens | 200K tokens |
| Parameters | Proprietary | Proprietary |
| Speed (TPS) | — | — |
| Modalities | ||
| Input |
text
|
textimage
|
| Providers | ||
| Available from |
Perplexity — $2.00/$8.00/Mtok
|
OpenAI — $20.00/$80.00/Mtok
|
Cost at scale
1M tokens · 50/50 input/output| Volume | Sonar Reasoning Pro | o3-pro | Savings |
|---|---|---|---|
| 1M tokens | $3.5 | $35 | $31.5 (90%) |
| 10M tokens | $35 | $350 | $315 (90%) |
| 100M tokens | $350 | $3500 | $3150 (90%) |
| 1000M tokens | $3500 | $35000 | $31500 (90%) |
When to pick which
distilled from the pricing and spec data above
Pick Sonar Reasoning Pro if…
- cost dominates: $3.50/Mtok blended vs $35.00 — 90% less on the same 50/50 token mix
Pick o3-pro if…
- this pairing gives o3-pro no edge on price, context, cache discount, or measured performance — pick it only for qualitative fit (ecosystem, compliance, model behavior on your prompts)
Try Sonar Reasoning Pro on Perplexity
The cheaper option here — Sonar Reasoning Pro costs $3.50/Mtok blended on Perplexity.
Summary
Sonar Reasoning Pro by Perplexity costs $2.00/Mtok input and $8.00/Mtok output, with a 200K-token context window. It supports text input.
o3-pro by OpenAI costs $20.00/Mtok input and $80.00/Mtok output, with a 200K-token context window. It supports text, image input.
On a blended cost basis, Sonar Reasoning Pro is 90% cheaper than o3-pro.
Note: Pricing is per million tokens. Actual costs vary with usage patterns, prompt caching, and batch discounts. Always verify against official provider pricing pages.
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