Data points: 110
The readout for Claude Sonnet 4.6 and Hy3, 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
110 data points
Includes 21 benchmark rows, 1 audit samples, and 6 provider examples.
Selection signal
Start with Claude Sonnet 4.6
The charts below split 28 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 Hy3claude-sonnet-4-6-vs-hy3 | Model A Claude Sonnet 4.6 | Model B Hy3 |
|---|---|---|
| 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
Hy3
53.5
Selected category
Coding
Claude Sonnet 4.6 leads by 3.5
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
Claude Sonnet 4.6
winner77.0
Rank #21/127 · confidence 3 · eval date 2026-02-01
Hy3
15.0
Rank #115/127 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
57.4 tok/s
Rank #102/139 · confidence 4
Hy3
winner196.0 tok/s
Rank #18/139 · confidence 4
Claude Sonnet 4.6
70.09 s
Rank #130/139 · confidence 4
Hy3
winner11.94 s
Rank #77/139 · confidence 4
Claude Sonnet 4.6
70.09 s
Rank #133/139 · confidence 4
Hy3
winner1.74 s
Rank #92/139 · confidence 4
Claude Sonnet 4.6
$3.00/M
Rank #143/167 · confidence 4
Hy3
winner$0.123/M
Rank #16/167 · confidence 4
Claude Sonnet 4.6
$6.00/M
Rank #143/167 · confidence 4
Hy3
winner$0.200/M
Rank #17/167 · confidence 4
Claude Sonnet 4.6
$15.00/M
Rank #142/167 · confidence 4
Hy3
winner$0.430/M
Rank #20/167 · confidence 4
Claude Sonnet 4.6
winner87.5%
Rank #29/187 · confidence 4
Hy3
86.7%
Rank #34/187 · confidence 4
Claude Sonnet 4.6
winner30.0%
Rank #29/186 · confidence 4
Hy3
25.5%
Rank #42/186 · confidence 4
Claude Sonnet 4.6
0.9
Rank #59/72 · confidence 3 · eval date 2026-02-01
Hy3
winner4.6
Rank #34/72 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
winner57.7
Rank #60/88 · confidence 3 · eval date 2026-02-01
Hy3
54.7
Rank #61/88 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
winner46.2
Rank #16/86 · confidence 3 · eval date 2026-02-01
Hy3
34.1
Rank #45/86 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
winner46.8%
Rank #27/184 · confidence 4
Hy3
41.2%
Rank #54/184 · confidence 4
Claude Sonnet 4.6
winner46.9
Rank #30/95 · confidence 3 · eval date 2026-02-01
Hy3
41.2
Rank #49/95 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
65.9
Rank #58/89 · confidence 3 · eval date 2026-02-01
Hy3
winner86.9
Rank #23/89 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
winner38.0
Rank #28/89 · confidence 3 · eval date 2026-02-01
Hy3
28.0
Rank #45/89 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
79.9
Rank #62/95 · confidence 3 · eval date 2026-02-01
Hy3
winner86.7
Rank #36/95 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
13.2
Rank #62/95 · confidence 3 · eval date 2026-02-01
Hy3
winner25.5
Rank #40/95 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
winner35.9
Rank #41/98 · confidence 3 · eval date 2026-02-01
Hy3
33.6
Rank #51/98 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
41.2
Rank #70/87 · confidence 3 · eval date 2026-02-01
Hy3
winner63.1
Rank #49/87 · confidence 1 · eval date 2026-07-06
Claude Sonnet 4.6
79.5
Rank #56/85 · confidence 3 · eval date 2026-02-01
Hy3
winner92.7
Rank #29/85 · confidence 1 · eval date 2026-07-06
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | Claude Sonnet 4.6 | Hy3 |
|---|---|---|
Winner: Claude Sonnet 4.6 | Claude Sonnet 4.6 claude-sonnet-4-6 Audit score 94 76 |
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | Claude Sonnet 4.6 | Hy3 |
|---|---|---|
10 tests | Claude Sonnet 4.6 speed / latency 31 tok/s / 4124ms input / output No data |
This report only uses LMSpeed data for Claude Sonnet 4.6 and Hy3: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | Claude Sonnet 4.6 | Hy3 |
|---|---|---|
| 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. | Hy3 Hy3 does not clearly lead on the verified metrics here, so check provider-specific pricing before choosing. |
TL;DR: Claude Sonnet 4.6 leads across 110 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from Claude Sonnet 4.6 vs Hy3 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. | Hy3 exposes 262.1K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. |
|---|---|---|
| Developer | Anthropic | Tencent |
| Context window | 1M tokens | 262.1K tokens |
| Max output | 128K tokens | 262.1K tokens |
| Released | Feb 2026 | Jul 2026 |
| Modalities | Input TextImageFile Output Text | Input Text Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON modeReasoning | Text inputText outputTool callingStructured outputsJSON modeReasoning |
| Parameters | No data | No data |
| Tokenizer | Claude | Other |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | anthropic/claude-sonnet-4.6 | tencent/hy3 |
| References | No data | No data |
Hy3 hy3 No audit yet |
Hy3
speed / latency
N/A / N/A
input / output
No data
PackyAPI5 tests | Claude Sonnet 4.6 speed / latency 42 tok/s / 4504ms input / output No data | Hy3 speed / latency N/A / N/A input / output No data |
|---|
91VIP0 tests | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data | Hy3 speed / latency N/A / N/A input / output No data |
|---|
APDSM0 tests | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data | Hy3 speed / latency N/A / N/A input / output No data |
|---|
ChatST API0 tests | Claude Sonnet 4.6 speed / latency N/A / N/A input / output No data | Hy3 speed / latency N/A / N/A input / output No data |
|---|
Claude Sonnet 4.6 claude-sonnet-4-6 speed / latency No data input / output $0.822/M/$4.11/M | Hy3 Tencent/hy3 speed / latency No data input / output $0.0014/request |
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
