#71 Claude Sonnet 4.6
none- Cost
- $0.038
- Time
- 27.3s
- Tokens
- 2,598 tok
AI BENCHY Compare
Anthropic: Claude Sonnet 4.6 vs StepFun: Step 3.7 Flash
Summary
Claude Sonnet 4.6 leads on average score with 7.3 vs 7.1. Claude Sonnet 4.6 has the lower benchmark cost at $0.316 vs $1.148. Claude Sonnet 4.6 is faster at 5.04s vs 64.46s, with pass rates of 55.6% vs 63.5%.
Recommended modelClaude Sonnet 4.6It has the best score here (7.3), while costing about 3.6x less than Step 3.7 Flash (high).
Last updated at: 2026-07-14
| Metric | Claude Sonnet 4.6 Claude Sonnet 4.6 none | Step 3.7 Flash Step 3.7 Flash high |
|---|---|---|
| Score | 7.3 | 7.1 |
| Rank | #71 | #79 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 8.2 |
| Tests Correct | ||
| Attempt pass rate | 55.6% | 63.5% |
| Flaky tests | 1 | 4 |
| Total Runs | 63 | 63 |
| Cost per result | 2.870 | 10.434 |
| Total Cost | $0.316 | $1.148 |
| Input Price | $3.000 / 1M | $0.200 / 1M |
| Output Price | $15.000 / 1M | $1.150 / 1M |
| Total Input Tokens | 57,886 | 38,391 |
| Output Tokens | 9,465 | 991,355 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 5.04s | 64.46s |
| Response Time (max) | 23.84s | 364.99s |
| Response Time (total) | 70.60s | 1353.57s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#79 Step 3.7 Flash
high- Cost
- $0.007
- Time
- 63.6s
- Tokens
- 6,030 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Sonnet 4.6 | 5.5 | 10.0 | 33.3% | 0 | 5.19s | 8,522 | 2,127 | 0 | |
| Step 3.7 Flash | 4.0 | 6.0 | 22.2% | 1 | 206.21s | 6,057 | 327,340 | 0 |
Quick Compare
Switch Comparison Pair
Step 3.7 FlashhighvsGLM 5.1mediumLaguna XS 2.1mediumFree AvailablevsStep 3.7 FlashhighClaude Sonnet 4.6nonevsGrok 4.20mediumStep 3.7 FlashhighvsGLM 5.2noneClaude Sonnet 4.6nonevsGemini 3 Flash PreviewlowQwen3.7 PlusnonevsStep 3.7 FlashhighKimi K2.7 CodemediumvsStep 3.7 FlashhighGemma 4 26B A4BmediumFree AvailablevsStep 3.7 FlashhighDeepSeek V4 PrononevsStep 3.7 FlashhighGemini 3.5 FlashnonevsStep 3.7 FlashhighClaude Sonnet 4.6nonevsMiMo-V2.5-PromediumClaude Sonnet 4.6nonevsSeed-2.0-Minimedium