Data points: 61
Model compare
The readout for Auto and Claude Sonnet 4.6, before the detailed comparison sheet.
Weighted outcome: Claude Sonnet 4.6. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
Claude Sonnet 4.6
Claude Sonnet 4.6 has the higher weighted result; Model A / B score 0 to 100.
Evidence depth
61 data points
Includes 0 benchmark rows, 0 audit samples, and 7 provider examples.
Selection signal
Start with Claude Sonnet 4.6
The charts below split 7 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.
This report only uses LMSpeed data for Auto and Claude Sonnet 4.6: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | Auto | Claude Sonnet 4.6 |
|---|---|---|
| Overall leader | Contender | Leading |
| Weighted overall score | 0.0 pts | 100.0 pts |
| Benchmark category leads | 0 categories | 0 categories |
| Operational advantages | No data | Cheapest input price, Free providers, Provider coverage |
| Context window | 2M tokens | 1M tokens |
| Max output | No data | 128K tokens |
| Modalities | Input TextImageAudioFilevideo |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
| Model compare | Auto | Claude Sonnet 4.6 |
|---|---|---|
| Developer | Openrouter | Anthropic |
| Released | Nov 2023 | Feb 2026 |
| Parameters | No data | No data |
| Tokenizer | Router | Claude |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | openrouter/auto | anthropic/claude-sonnet-4.6 |
| References | No data | No data |
This report only uses LMSpeed data for Auto and Claude Sonnet 4.6: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
Auto
Auto does not clearly lead in the benchmark or operational dimensions shared by both models.
Claude Sonnet 4.6
Claude Sonnet 4.6 has these operational advantages: Cheapest input price, Free providers, Provider coverage.
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
Auto
-
Avg. score
Claude Sonnet 4.6
53
Claude Sonnet 4.6
Claude Sonnet 4.6
Claude Sonnet 4.6
Claude Sonnet 4.6
Claude Sonnet 4.6
No data
Claude Sonnet 4.6
Claude Sonnet 4.6
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
No shared professional benchmark scores are available yet.
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Auto | Claude Sonnet 4.6 |
|---|---|---|
| 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 | Auto | Claude Sonnet 4.6 |
|---|---|---|
0 tests | Auto speed / latency N/A / N/A input / output No data | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data |
0 tests | Auto speed / latency N/A / N/A input / output No data | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data |
0 tests | Auto speed / latency N/A / N/A input / output No data | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data |
0 tests | Auto auto speed / latency N/A / N/A input / output $0/M/$0/M | Claude Sonnet 4.6 claude-sonnet-4-6 speed / latency N/A / N/A input / output $0/M |
0 tests | Auto speed / latency N/A / N/A input / output No data | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data |
Auto auto speed / latency No data input / output $0.200/request | Claude Sonnet 4.6 claude-sonnet-4-6 speed / latency No data input / output $0.100/request | |
Auto auto speed / latency No data input / output $10.00/M/$10.00/M | Claude Sonnet 4.6 claude-sonnet-4-6-20260101 speed / latency No data input / output $15.00/M |
Weighted outcome: Claude Sonnet 4.6. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Output
Input TextImageFile Output Text |
| Features | Text inputImage inputFile inputAudio inputText outputImage outputTool callingStructured outputsJSON modeWeb searchReasoning | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
