- Rank
- #239
- Total Output Tokens
- 510,266
- Response Time (avg)
- 32.68s
- Total Cost
- $0.000
Apodex 1.1 Mini (medium) vs KAT-Coder-Pro V2.5
The average score is effectively tied at 6.0 vs 6.1. Apodex 1.1 Mini (medium) has the lower benchmark cost at $0.000 vs $0.742. KAT-Coder-Pro V2.5 is faster at 24.96s vs 32.68s, with pass rates of 68.1% vs 68.1%.
Compared models
- Rank
- #238
- Total Output Tokens
- 139,572
- Response Time (avg)
- 24.96s
- Total Cost
- $0.742
Recommended model
KAT-Coder-Pro V2.5
It has the strongest score in this comparison (6.1) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | Apodex 1.1 Mini Apodex 1.1 Mini medium Free Available | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none |
|---|---|---|
| Score | 6.0 | 6.1 |
| Rank | #239 | #238 |
| Reliability | 9.9 | 10.0 |
| Consistency | 7.0 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 68.1% | 68.1% |
| Flaky tests | 9 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 4.419 |
| Total Cost | $0.000 | $0.742 |
| Input Price | $0.000 / 1M | $0.740 / 1M |
| Output Price | $0.000 / 1M | $2.960 / 1M |
| Cache Read Price | N/A | $0.150 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 293,112 | 98,508 |
| Output Tokens | 152,376 | 139,572 |
| Reasoning Tokens | 357,890 | 0 |
| Response Time (avg) | 32.68s | 24.96s |
| Response Time (max) | 115.57s | 335.41s |
| Response Time (total) | 751.72s | 574.12s |
| Parameters | 35B total (~3B active) | ~700B total (~72B active) |
| Availability | Open source | Closed |
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.
#239 Apodex 1.1 Mini
medium- Cost
- $0.000
- Time
- 62.1s
- Tokens
- 12,761 tok
#238 KAT-Coder-Pro V2.5
none- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 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
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 3.4 | 2.2 | 33.3% | 1 | 85.34s | 158,658 | 18,914 | 21,001 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.90s | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 10.0 | 10.0 | 100.0% | 0 | 8.24s | 672 | 2,379 | 15,769 | |
| KAT-Coder-Pro V2.5 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 3,998 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 4.3 | 2.4 | 44.4% | 3 | 51.01s | 7,893 | 29,176 | 78,782 | |
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 22,440 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 6.4 | 10.0 | 50.0% | 0 | 66.43s | 106,791 | 28,439 | 66,504 | |
| KAT-Coder-Pro V2.5 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 77,889 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 10.0 | 10.0 | 100.0% | 0 | 14.99s | 7,776 | 2,961 | 14,251 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.07s | 7,776 | 2,361 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 4.1 | 4.4 | 44.5% | 2 | 63.74s | 780 | 53,482 | 95,358 | |
| KAT-Coder-Pro V2.5 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 24,683 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 5.1 | 3.4 | 33.3% | 1 | 16.13s | 516 | 9,525 | 9,767 | |
| KAT-Coder-Pro V2.5 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 1,067 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 8.5 | 6.8 | 83.3% | 1 | 8.56s | 699 | 883 | 7,274 | |
| KAT-Coder-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 1,084 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 8.2 | 7.2 | 88.9% | 1 | 15.19s | 696 | 1,063 | 24,837 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.03s | 696 | 1,929 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 10.0 | 10.0 | 100.0% | 0 | 4.62s | 8,427 | 399 | 628 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,391 | 1,103 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 3.0 | 10.0 | 0.0% | 0 | 42.92s | 204 | 5,155 | 23,719 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 3,018 | 0 |
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