#35 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 tok
AI BENCHY Compare
Kwaipilot: KAT-Coder-Pro V2.5 vs OpenAI: GPT-5.6 Terra
Summary
KAT-Coder-Pro V2.5 (low) leads on average score with 8.0 vs 7.8. KAT-Coder-Pro V2.5 (low) has the lower benchmark cost at $0.220 vs $0.496. GPT-5.6 Terra (medium) is faster at 6.69s vs 10.44s, with pass rates of 71.4% vs 68.3%.
Recommended modelKAT-Coder-Pro V2.5 (low)It has the best score here (8.0), while costing about 2.3x less than GPT-5.6 Terra (medium).
Last updated at: 2026-07-14
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low | GPT-5.6 Terra GPT-5.6 Terra medium |
|---|---|---|
| Score | 8.0 | 7.8 |
| Rank | #35 | #39 |
| Reliability | 9.9 | 10.0 |
| Consistency | 7.3 | 9.2 |
| Tests Correct | ||
| Attempt pass rate | 71.4% | 68.3% |
| Flaky tests | 7 | 2 |
| Total Runs | 63 | 63 |
| Cost per result | 1.991 | 3.815 |
| Total Cost | $0.220 | $0.496 |
| Input Price | $0.740 / 1M | $2.500 / 1M |
| Output Price | $2.960 / 1M | $15.000 / 1M |
| Total Input Tokens | 42,750 | 34,218 |
| Output Tokens | 2,167 | 1,982 |
| Reasoning Tokens | 61,133 | 25,370 |
| Response Time (avg) | 10.44s | 6.69s |
| Response Time (max) | 51.34s | 41.68s |
| Response Time (total) | 219.17s | 140.49s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#39 GPT-5.6 Terra
medium- Cost
- $0.035
- Time
- 16.3s
- Tokens
- 2,418 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 24.87s | 7,893 | 402 | 24,945 | |
| GPT-5.6 Terra | 6.1 | 7.2 | 55.6% | 1 | 7.19s | 7,302 | 427 | 4,527 |
Quick Compare
Switch Comparison Pair
GPT-5.6 TerramediumvsGrok 4.5lowKAT-Coder-Pro V2.5lowvsQwen3.5 Plus 2026-02-15mediumKAT-Coder-Pro V2.5lowvsGPT-5.4 MinimediumKAT-Coder-Pro V2.5lowvsGLM 5.2highKAT-Coder-Pro V2.5lowvsQwen3.5-27BmediumClaude Opus 4.8lowvsGPT-5.6 TerramediumClaude Sonnet 5mediumvsKAT-Coder-Pro V2.5lowKAT-Coder-Pro V2.5lowvsQwen3.6 PlusmediumGPT-5.6 TerramediumvsStep 3.7 FlashlowClaude Sonnet 4.6mediumvsKAT-Coder-Pro V2.5lowKAT-Coder-Pro V2.5lowvsNemotron 3 Ultra 550b A55bmediumFree AvailableKAT-Coder-Pro V2.5highvsGPT-5.6 Terramedium