- Rank
- #221
- Total Output Tokens
- 113,193
- Response Time (avg)
- 19.40s
- Total Cost
- $0.568
KAT-Coder-Pro V2.5 (low) vs Beam 1.0 501B A23B (xhigh)
KAT-Coder-Pro V2.5 (low) leads on average score with 6.5 vs 6.5. KAT-Coder-Pro V2.5 (low) has the lower benchmark cost at $0.568 vs $0.688. Beam 1.0 501B A23B (xhigh) is faster at 9.18s vs 19.40s, with pass rates of 65.2% vs 63.8%.
Compared models
- Rank
- #226
- Total Output Tokens
- 158,497
- Response Time (avg)
- 9.18s
- Total Cost
- $0.688
Recommended model
Beam 1.0 501B A23B (xhigh)
Its score stays close to the best score here (6.5 vs 6.5), while responding about 2.1x faster than KAT-Coder-Pro V2.5 (low).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low | Beam 1.0 501B A23B Beam 1.0 501B A23B xhigh |
|---|---|---|
| Score | 6.5 | 6.5 |
| Rank | #221 | #226 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.1 | 8.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 63.8% |
| Flaky tests | 8 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 3.636 | 5.730 |
| Total Cost | $0.568 | $0.688 |
| Input Price | $0.740 / 1M | $1.000 / 1M |
| Output Price | $2.960 / 1M | $3.000 / 1M |
| Cache Read Price | $0.150 / 1M | $0.100 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 87,682 | 212,065 |
| Output Tokens | 7,166 | 4,428 |
| Reasoning Tokens | 106,027 | 154,069 |
| Response Time (avg) | 19.40s | 9.18s |
| Response Time (max) | 209.15s | 44.64s |
| Response Time (total) | 446.11s | 211.12s |
| Parameters | ~700B total (~72B active) | 501B total (23B active) |
| Availability | Closed | Open source |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#221 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 tok
#226 Beam 1.0 501B A23B
xhigh- Cost
- $0.009
- Time
- 16.5s
- Tokens
- 6,827 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.75s | 0 | 0 | 0 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 44.64s | 181,898 | 2,416 | 18,550 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 6.9 | 5.8 | 75.0% | 2 | 4.20s | 672 | 277 | 4,228 | |
| Beam 1.0 501B A23B | 9.2 | 8.4 | 91.7% | 1 | 1.52s | 1,125 | 355 | 3,764 |
| 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 | |
| Beam 1.0 501B A23B | 10.0 | 10.0 | 100.0% | 0 | 20.68s | 7,801 | 585 | 46,192 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 6.4 | 5.8 | 66.7% | 1 | 111.87s | 60,055 | 5,393 | 43,732 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 2.68s | 7,671 | 132 | 2,097 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.19s | 7,776 | 288 | 1,917 | |
| Beam 1.0 501B A23B | 10.0 | 10.0 | 100.0% | 0 | 1.60s | 7,998 | 271 | 2,047 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.5 | 4.4 | 33.3% | 2 | 22.86s | 780 | 35 | 21,430 | |
| Beam 1.0 501B A23B | 5.9 | 7.2 | 55.6% | 1 | 20.22s | 1,122 | 72 | 59,707 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 4.1 | 2.7 | 33.3% | 1 | 2.32s | 516 | 99 | 412 | |
| Beam 1.0 501B A23B | 5.1 | 3.4 | 33.3% | 1 | 2.50s | 618 | 87 | 2,749 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 2.53s | 699 | 83 | 1,008 | |
| Beam 1.0 501B A23B | 9.8 | 10.0 | 100.0% | 0 | 1.15s | 925 | 90 | 1,631 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 6.4 | 4.4 | 77.8% | 2 | 3.11s | 696 | 289 | 1,820 | |
| Beam 1.0 501B A23B | 5.8 | 4.4 | 66.7% | 2 | 4.46s | 1,038 | 309 | 9,948 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 18.45s | 8,391 | 282 | 834 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 1.84s | 1,533 | 72 | 465 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.06s | 204 | 18 | 5,701 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 9.10s | 336 | 39 | 6,919 |
Quick Compare
Switch Comparison Pair
Mercury 2.5highvsBeam 1.0 501B A23BxhighBeam 1.0 501B A23BxhighvsGLM 5.3lowKAT-Coder-Pro V2.5lowvsBeam 1.0 501B A23BmediumMercury 2.5 PreviewhighvsBeam 1.0 501B A23BxhighKAT-Coder-Pro V2.5lowvsStep 3.7 FlashhighBeam 1.0 501B A23BxhighvsGLM 5.1noneQwen3.6 35B A3BmediumvsBeam 1.0 501B A23BxhighMercury 2mediumvsKAT-Coder-Pro V2.5lowKAT-Coder-Pro V2.5highvsBeam 1.0 501B A23BxhighBeam 1.0 501B A23BxhighvsGrok 4.3mediumClaude Sonnet 5.5mediumvsBeam 1.0 501B A23BxhighClaude Sonnet 5.5mediumvsKAT-Coder-Pro V2.5low