#21 Seed-2.0-Lite
medium- Cost
- $0.005
- Time
- 86.7s
- Tokens
- 2,354 tok
AI BENCHY Compare
ByteDance Seed: Seed-2.0-Lite vs StepFun: Step 3.7 Flash
Summary
The average score is effectively tied at 8.5 vs 8.5. Seed-2.0-Lite (medium) has the lower benchmark cost at $0.175 vs $0.376. Step 3.7 Flash (medium) is faster at 20.35s vs 47.07s, with pass rates of 76.2% vs 73.0%.
Recommended modelSeed-2.0-Lite (medium)It has the best score here (8.5), while costing about 2.1x less than Step 3.7 Flash (medium).
Last updated at: 2026-07-14
| Metric | Seed-2.0-Lite Seed-2.0-Lite medium | Step 3.7 Flash Step 3.7 Flash medium |
|---|---|---|
| Score | 8.5 | 8.5 |
| Rank | #21 | #23 |
| Reliability | 10.0 | 9.9 |
| Consistency | 9.0 | 9.3 |
| Tests Correct | ||
| Attempt pass rate | 76.2% | 73.0% |
| Flaky tests | 3 | 2 |
| Total Runs | 63 | 61 |
| Cost per result | 1.250 | 2.686 |
| Total Cost | $0.175 | $0.376 |
| Input Price | $0.250 / 1M | $0.200 / 1M |
| Output Price | $2.000 / 1M | $1.150 / 1M |
| Total Input Tokens | 46,740 | 39,981 |
| Output Tokens | 3,230 | 319,958 |
| Reasoning Tokens | 78,406 | 0 |
| Response Time (avg) | 47.07s | 20.35s |
| Response Time (max) | 254.92s | 113.98s |
| Response Time (total) | 988.37s | 427.42s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#23 Step 3.7 Flash
medium- Cost
- $0.006
- Time
- 46.2s
- Tokens
- 4,466 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 8.0 | 9.8 | 66.7% | 0 | 156.74s | 8,247 | 458 | 31,890 | |
| Step 3.7 Flash | 8.8 | 7.8 | 88.9% | 1 | 27.42s | 7,437 | 44,797 | 0 |
Quick Compare
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