#66 Seed-2.0-Mini
medium- Cost
- $0.002
- Time
- 161.7s
- Tokens
- 4,379 tok
AI BENCHY Compare
ByteDance Seed: Seed-2.0-Mini vs Kwaipilot: KAT-Coder-Pro V2.5
Summary
KAT-Coder-Pro V2.5 (high) leads on average score with 7.7 vs 7.4. Seed-2.0-Mini (medium) has the lower benchmark cost at $0.044 vs $0.246. KAT-Coder-Pro V2.5 (high) is faster at 12.30s vs 80.22s, with pass rates of 57.1% vs 63.5%.
Recommended modelKAT-Coder-Pro V2.5 (high)It has the best score here (7.7), while responding about 6.5x faster than Seed-2.0-Mini (medium).
Last updated at: 2026-07-14
| Metric | Seed-2.0-Mini Seed-2.0-Mini medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high |
|---|---|---|
| Score | 7.4 | 7.7 |
| Rank | #66 | #53 |
| Reliability | 6.7 | 10.0 |
| Consistency | 9.3 | 8.1 |
| Tests Correct | ||
| Attempt pass rate | 57.1% | 63.5% |
| Flaky tests | 2 | 5 |
| Total Runs | 63 | 63 |
| Cost per result | 0.397 | 2.228 |
| Total Cost | $0.044 | $0.246 |
| Input Price | $0.100 / 1M | $0.740 / 1M |
| Output Price | $0.400 / 1M | $2.960 / 1M |
| Total Input Tokens | 41,904 | 42,750 |
| Output Tokens | 2,555 | 2,509 |
| Reasoning Tokens | 95,974 | 69,594 |
| Response Time (avg) | 80.22s | 12.30s |
| Response Time (max) | 262.83s | 95.65s |
| Response Time (total) | 1363.72s | 258.34s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#53 KAT-Coder-Pro V2.5
high- Cost
- $0.009
- Time
- 26.4s
- Tokens
- 3,117 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-Mini | 5.5 | 9.8 | 33.3% | 0 | 220.48s | 3,823 | 464 | 34,964 | |
| KAT-Coder-Pro V2.5 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 |
Quick Compare
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