Sonar vs Sonar Reasoning Pro
Too close to call on our weighted score (Sonar 30, Sonar Reasoning Pro 27). The right pick depends on what you value most.
PerplexitySonar
30/100- ECI—
- Price$1.00 / $1.00
- Context128K
- Perplexity
Sonar Reasoning Pro
27/100- ECI—
- Price$2.00 / $8.00
- Context128K
Add a model
Make it a three-way comparison.
Too close to call
It is close. Our weighted score puts them within 2 points (Sonar 30/100, Sonar Reasoning Pro 27/100), so choose by what matters most for your work: Sonar on price. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceSonarSonar $1.00 · Sonar Reasoning Pro $3.50 per 1M tokens (3:1 blend)
- Longest contextAbout the sameSonar 128,000 · Sonar Reasoning Pro 128,000 tokens
- Widest inputsSonar Reasoning ProSonar: Text · Sonar Reasoning Pro: Text, Images
- Self-hostingNo open weightsBoth are available only through APIs
| Measure | Weight | Sonar | Sonar Reasoning Pro |
|---|---|---|---|
| Price | 50% | 50 | 24 |
| Inputs & features | 30% | 0 | 35 |
| Context window | 20% | 24 | 24 |
| Overall | 100% | 30/100 | 27/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | SonarPerplexity | Sonar Reasoning ProPerplexity |
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | — |
| ECI rank | — | — |
| Price per million tokens | ||
| Input | $1.00 (best) | $2.00 |
| Output | $1.00 (best) | $8.00 |
| Cached input | — | — |
| Blended (3:1) | $1.00 (best) | $3.50 |
| Long-context rate | Same rate | Same rate |
| Price source | Official Perplexity API | Official Perplexity API |
| Limits | ||
| Context window | 128,000 tokens | 128,000 tokens |
| Max output | 4,096 tokens | 4,096 tokens |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | No | Yes |
| PDFs | No | No |
| Audio | No | No |
| Video | No | No |
| Reasoning | No | Yesminimal · low · medium · high |
| Tool calling | No | No |
| Structured output | No | No |
| Availability | ||
| Weights | Proprietary | Proprietary |
| API model ID | sonar | sonar-reasoning-pro |
| API providers | 6 (best) | 4 |
| Released | Jan 1, 2024 | Jan 1, 2024 |
| Knowledge cutoff | Sep 1, 2025 | Sep 1, 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Sonar$12.00
- Sonar Reasoning Pro$36.00
Which should you choose?
Which is better: Sonar or Sonar Reasoning Pro?
It is close. Our weighted score puts them within 2 points (Sonar 30/100, Sonar Reasoning Pro 27/100), so choose by what matters most for your work: Sonar on price. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Sonar or Sonar Reasoning Pro?
Sonar is cheaper at $1.00 input / $1.00 output per million tokens (official Perplexity API price). Sonar Reasoning Pro costs $2.00 input / $8.00 output per million tokens (official Perplexity API price). At a typical mix of three input tokens to one output token, that is $1.00 per million tokens for Sonar versus $3.50 for Sonar Reasoning Pro (3.5× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Sonar has not been scored yet and Sonar Reasoning Pro has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Sonar and Sonar Reasoning Pro yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Sonar and Sonar Reasoning Pro does not support tool calling, which most coding agents need.
Which has the bigger context window?
Sonar and Sonar Reasoning Pro share the same 128,000-token context window. Maximum output per response: Sonar up to 4,096, Sonar Reasoning Pro up to 4,096 tokens.
Which can read images, PDFs, audio or video?
Sonar accepts text; Sonar Reasoning Pro accepts text and images. Sonar Reasoning Pro handles the widest range of inputs.
Are any of these open source?
No. Sonar and Sonar Reasoning Pro are proprietary and only available through APIs and apps.
Which is newer?
Sonar is the newest, released Jan 1, 2024. Sonar Reasoning Pro came out Jan 1, 2024. Knowledge cutoff: Sonar Sep 1, 2025, Sonar Reasoning Pro Sep 1, 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.
