vs
0:1
overall capability wins (2 ties across 3 scored). Sonar Reasoning Pro leads overall.
- Reasoning0:1
- Pricing3:0
- Speed1:1
Verdict
Sonar Reasoning Pro edges reasoning & knowledge; Sonar Reasoning is ~1.8x cheaper on a blended token basis than Sonar Reasoning Pro.
- Sonar Reasoning Pro edges reasoning & knowledge
- Sonar Reasoning is ~1.8x cheaper on a blended token basis than Sonar Reasoning Pro
Cost for 1M in + 250K out
Illustrative chat workload at primary-provider list prices.
- Sonar Reasoning
- $2.25
- Sonar Reasoning Pro
- $4
Sonar Reasoning is about 1.8x cheaper on this workload.
Price per 1M tokens
Full comparison
Organization
Perplexity
Perplexity
Family
Sonar
Sonar
License
Proprietary
Proprietary
Open weights
No
No
Release
Jan 27, 2025
Feb 19, 2025
Knowledge cutoff
-
-
API / provider
Perplexity
Perplexity
Modalities
text → text
text → text
Specs
Context window
127K
127K
Max output
8K
8K
Parameters
—
—
Pricing
Input $/1M
$1
$2
Output $/1M
$5
$8
Blended $/1M (3∶1)
$2
$3.50
Speed
tok/s
60
98
TTFT (s)
1.5
6.8
Reasoning
MMLU-Pro
—
—
GPQA Diamond
62.3
—
Humanity's Last Exam
—
—
AIME 2025
—
—
MATH-500
92.1
95.7
Humanity's Last Exam (with tools)
—
—
AA-Omniscience Accuracy
—
—
AA-LCR v1.1
—
—
CritPt
—
—
MMMU-Pro
—
—
IFBench
—
—
Chartography
—
—
Chartography (With Tools)
—
—
Coding
SWE-bench Verified
—
—
SWE-bench Pro
—
—
SWE-bench Multilingual
—
—
LiveCodeBench
—
—
Terminal-Bench 2.1
—
—
Aider Polyglot
—
—
Terminal-Bench 3
—
—
BigCodeBench
—
—
SciCode
—
—
CursorBench
—
—
SWE-Rebench
—
—
NL2Repo-Bench
—
—
DeepSWE
—
—
WebDev Arena
—
—
Terminal-Bench 4.0
—
—
CursorBench 4.0
—
—
FrontierCode v1.1 (Main)
—
—
Arena
LMArena Elo
—
—
| Metric | Sonar Reasoning | Sonar Reasoning Pro | Delta |
|---|---|---|---|
| Identity | |||
| Organization | Perplexity | Perplexity | — |
| Family | Sonar | Sonar | — |
| License | Proprietary | Proprietary | — |
| Open weights | No | No | — |
| Release | Jan 27, 2025 | Feb 19, 2025 | — |
| Knowledge cutoff | - | - | — |
| API / provider | Perplexity | Perplexity | — |
| Modalities | text → text | text → text | — |
| Specs | |||
| Context window | 127K | 127K | tie |
| Max output | 8K | 8K | tie |
| Parameters | — | — | — |
| Pricing | |||
| Input $/1M | $1 | $2 | A +$1 |
| Output $/1M | $5 | $8 | A +$3 |
| Blended $/1M (3∶1) | $2 | $3.50 | A +$1.50 |
| Speed | |||
| tok/s | 60 | 98 | B +38 |
| TTFT (s) | 1.5 | 6.8 | A +5.30 |
| Reasoning | |||
| MMLU-Pro | — | — | — |
| GPQA Diamond | 62.3 | — | — |
| Humanity's Last Exam | — | — | — |
| AIME 2025 | — | — | — |
| MATH-500 | 92.1 | 95.7 | B +3.6 pts |
| Humanity's Last Exam (with tools) | — | — | — |
| AA-Omniscience Accuracy | — | — | — |
| AA-LCR v1.1 | — | — | — |
| CritPt | — | — | — |
| MMMU-Pro | — | — | — |
| IFBench | — | — | — |
| Chartography | — | — | — |
| Chartography (With Tools) | — | — | — |
| Coding | |||
| SWE-bench Verified | — | — | — |
| SWE-bench Pro | — | — | — |
| SWE-bench Multilingual | — | — | — |
| LiveCodeBench | — | — | — |
| Terminal-Bench 2.1 | — | — | — |
| Aider Polyglot | — | — | — |
| Terminal-Bench 3 | — | — | — |
| BigCodeBench | — | — | — |
| SciCode | — | — | — |
| CursorBench | — | — | — |
| SWE-Rebench | — | — | — |
| NL2Repo-Bench | — | — | — |
| DeepSWE | — | — | — |
| WebDev Arena | — | — | — |
| Terminal-Bench 4.0 | — | — | — |
| CursorBench 4.0 | — | — | — |
| FrontierCode v1.1 (Main) | — | — | — |
| Arena | |||
| LMArena Elo | — | — | — |
Sonar Reasoning
- Context
- 127K / 8K out
- Parameters
- —
- Price
- $1 / $5
- Speed
- 60 tok/s · 1.5s TTFT
- Modalities
- text → text
- License
- Proprietary
Perplexity's grounded reasoning API with live web search — mid-tier before Sonar Reasoning Pro.
Sonar Reasoning Pro
- Context
- 127K / 8K out
- Parameters
- —
- Price
- $2 / $8
- Speed
- 98 tok/s · 6.8s TTFT
- Modalities
- text → text
- License
- Proprietary
Reasoning tier in Perplexity's Sonar family — combines web retrieval with chain-of-thought for harder multi-hop Q&A.
Benchmark charts
Winner bars are emphasized. Per-benchmark deltas sit above each chart.