- Rank
- #226
- Total Output Tokens
- 113,193
- Response Time (avg)
- 19.40s
- Total Cost
- $0.568
KAT-Coder-Pro V2.5 (low) vs Laguna XS 2.1 (medium)
KAT-Coder-Pro V2.5 (low) leads on average score with 6.5 vs 6.4. Laguna XS 2.1 (medium) has the lower benchmark cost at $0.083 vs $0.568. KAT-Coder-Pro V2.5 (low) is faster at 19.40s vs 48.97s, with pass rates of 65.2% vs 46.4%.
Compared models
- Rank
- #237
- Total Output Tokens
- 514,966
- Response Time (avg)
- 48.97s
- Total Cost
- $0.083
Recommended model
Laguna XS 2.1 (medium)
Its score stays close to the best score here (6.4 vs 6.5), while costing about 6.8x less than KAT-Coder-Pro V2.5 (low).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low | Laguna XS 2.1 Laguna XS 2.1 medium Free Available |
|---|---|---|
| Score | 6.5 | 6.4 |
| Rank | #226 | #237 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.1 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 46.4% |
| Flaky tests | 8 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 3.636 | 0.922 |
| Total Cost | $0.568 | $0.083 |
| Input Price | $0.740 / 1M | $0.060 / 1M |
| Output Price | $2.960 / 1M | $0.120 / 1M |
| Cache Read Price | $0.150 / 1M | $0.030 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 87,682 | 352,516 |
| Output Tokens | 7,166 | 33,786 |
| Reasoning Tokens | 106,027 | 504,506 |
| Response Time (avg) | 19.40s | 48.97s |
| Response Time (max) | 209.15s | 422.72s |
| Response Time (total) | 446.11s | 1126.35s |
| Parameters | ~700B total (~72B active) | 33B total (3B active) |
| Availability | Closed | Weights available |
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.
#226 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 tok
#237 Laguna XS 2.1
medium- Cost
- $0.001
- Time
- 30.6s
- Tokens
- 4,678 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 | |
| Laguna XS 2.1 | 6.1 | 3.1 | 66.7% | 1 | 66.42s | 233,518 | 3,036 | 12,776 |
| 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 | |
| Laguna XS 2.1 | 4.8 | 10.0 | 25.0% | 0 | 41.96s | 774 | 353 | 73,090 |
| 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 | |
| Laguna XS 2.1 | 5.5 | 10.0 | 33.3% | 0 | 70.35s | 7,995 | 23,767 | 83,258 |
| 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 | |
| Laguna XS 2.1 | 6.3 | 10.0 | 50.0% | 0 | 218.07s | 91,698 | 5,496 | 229,064 |
| 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 | |
| Laguna XS 2.1 | 10.0 | 10.0 | 100.0% | 0 | 4.50s | 7,734 | 234 | 3,129 |
| 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 | |
| Laguna XS 2.1 | 3.5 | 4.4 | 33.3% | 2 | 67.48s | 843 | 17 | 91,430 |
| 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 | |
| Laguna XS 2.1 | 5.0 | 10.0 | 0.0% | 0 | 4.15s | 537 | 119 | 1,375 |
| 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 | |
| Laguna XS 2.1 | 9.8 | 10.0 | 100.0% | 0 | 2.57s | 753 | 82 | 1,844 |
| 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 | |
| Laguna XS 2.1 | 5.3 | 10.0 | 33.3% | 0 | 3.43s | 771 | 357 | 3,355 |
| 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 | |
| Laguna XS 2.1 | 10.0 | 10.0 | 100.0% | 0 | 3.01s | 7,638 | 309 | 748 |
| 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 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 10.88s | 255 | 16 | 4,437 |
Quick Compare
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