Data points: 70
The readout for Claude Sonnet 4.6 and Sonar Pro, before the detailed comparison sheet.
Decision read
Claude Sonnet 4.6
Claude Sonnet 4.6 currently has the stronger profile, with verified wins split 4 to 0.
Evidence depth
70 data points
Includes 4 benchmark rows, 0 audit samples, and 5 provider examples.
Selection signal
Start with Claude Sonnet 4.6
The charts below split 9 high-signal samples across speed, scores, and audit health.
Switch either side of this report to compare another model with the same LMSpeed data pipeline.
Select a different model to open a new comparison URL.
Model compare Claude Sonnet 4.6 vs Sonar Proclaude-sonnet-4-6-vs-sonar-pro | Model A Claude Sonnet 4.6 | Model B Sonar Pro |
|---|---|---|
| Overall leader | Leading | Contender |
| Verified metric wins | 4 wins | 0 wins |
| Where it leads | Cheapest input price, Free providers, Provider coverage, Recent tests |
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
Avg. score
Claude Sonnet 4.6
53.8
Avg. score
Sonar Pro
47.1
Selected category
Reasoning
Claude Sonnet 4.6 leads by 3.8
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Claude Sonnet 4.6
winner87.5%
Rank #29/187 · confidence 4
Sonar Pro
57.8%
Rank #148/187 · confidence 4
Claude Sonnet 4.6
winner30.0%
Rank #29/186 · confidence 4
Sonar Pro
7.9%
Rank #104/186 · confidence 4
Claude Sonnet 4.6
winner79.2%
Rank #68/125 · confidence 3 · eval date 2026-02-01
Sonar Pro
75.5%
Rank #84/125 · confidence 4
Claude Sonnet 4.6
winner46.8%
Rank #27/184 · confidence 4
Sonar Pro
22.6%
Rank #168/184 · confidence 4
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Claude Sonnet 4.6 | Sonar Pro |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | Claude Sonnet 4.6 | Sonar Pro |
|---|---|---|
0 tests | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data | Sonar Pro |
This report only uses LMSpeed data for Claude Sonnet 4.6 and Sonar Pro: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | Claude Sonnet 4.6 | Sonar Pro |
|---|---|---|
| When to choose each model | Claude Sonnet 4.6 Claude Sonnet 4.6 is stronger when you prioritize Cheapest input price, Free providers, Provider coverage, Recent tests. | Sonar Pro Sonar Pro does not clearly lead on the verified metrics here, so check provider-specific pricing before choosing. |
TL;DR: Claude Sonnet 4.6 leads across 70 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from Claude Sonnet 4.6 vs Sonar Pro into nearby model comparisons with enough verified LMSpeed data.
| No data |
| Model metadata | Claude Sonnet 4.6 exposes 1M tokens; notable signals: Text input, Image input, File input, Text output. | Sonar Pro exposes 200K tokens; notable signals: Text input, Image input, Text output, Web search. |
|---|---|---|
| Developer | Anthropic | Perplexity |
| Context window | 1M tokens | 200K tokens |
| Max output | 128K tokens | 8K tokens |
| Released | Feb 2026 | Mar 2025 |
| Modalities | Input TextImageFile Output Text | Input TextImage Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text inputImage inputText outputWeb search |
| Parameters | No data | No data |
| Tokenizer | Claude | Other |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | anthropic/claude-sonnet-4.6 | perplexity/sonar-pro |
| References | No data | No data |
speed / latency
N/A / N/A
input / output
No data
AI API0 tests | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data | Sonar Pro speed / latency N/A / N/A input / output No data |
|---|
Dext API0 tests | Claude Sonnet 4.6 anthropic/claude-sonnet-4.6 speed / latency N/A / N/A input / output $0.246/M/$1.23/M | Sonar Pro perplexity/sonar-pro speed / latency N/A / N/A input / output $0.247/M/$1.23/M |
|---|
DuckDuck API0 tests | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data | Sonar Pro speed / latency N/A / N/A input / output No data |
|---|
OpenRouter0 tests | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data | Sonar Pro speed / latency N/A / N/A input / output No data |
|---|
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
