- Rank
- #299
- Total Output Tokens
- 72,309
- Response Time (avg)
- 7.79s
- Total Cost
- $0.000
Apodex 1.1 Mini vs KAT Coder AIR V2.5 (high)
KAT Coder AIR V2.5 (high) leads on average score with 5.2 vs 5.1. Apodex 1.1 Mini has the lower benchmark cost at $0.000 vs $0.077. Apodex 1.1 Mini is faster at 7.79s vs 15.23s, with pass rates of 29.0% vs 40.6%.
Compared models
- Rank
- #291
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.23s
- Total Cost
- $0.077
Recommended model
Apodex 1.1 Mini
Its score stays close to the best score here (5.1 vs 5.2), while responding about 2.0x faster than KAT Coder AIR V2.5 (high).
Detailed comparison
| Metric | Apodex 1.1 Mini Apodex 1.1 Mini none Free Available | KAT Coder AIR V2.5 KAT Coder AIR V2.5 high |
|---|---|---|
| Score | 5.1 | 5.2 |
| Rank | #299 | #291 |
| Reliability | 10.0 | 9.8 |
| Consistency | 7.3 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 29.0% | 40.6% |
| Flaky tests | 8 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 1.091 |
| Total Cost | $0.000 | $0.077 |
| Input Price | $0.000 / 1M | $0.150 / 1M |
| Output Price | $0.000 / 1M | $0.600 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 465,127 | 50,423 |
| Output Tokens | 72,309 | 4,144 |
| Reasoning Tokens | 0 | 110,510 |
| Response Time (avg) | 7.79s | 15.23s |
| Response Time (max) | 121.52s | 118.35s |
| Response Time (total) | 179.09s | 350.26s |
| Parameters | 35B total (~3B active) | ~35B total (~3B 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.
#299 Apodex 1.1 Mini
none- Cost
- $0.000
- Time
- 62.7s
- Tokens
- 11,429 tok
#291 KAT Coder AIR V2.5
high
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 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 | 5.2 | 3.2 | 33.3% | 1 | 121.52s | 352,655 | 47,026 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.10s | 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 | 3.4 | 5.8 | 25.0% | 2 | 1.18s | 696 | 1,006 | 0 | |
| KAT Coder AIR V2.5 | 6.9 | 5.8 | 75.0% | 2 | 2.49s | 615 | 204 | 1,290 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 3.8 | 9.9 | 0.0% | 0 | 1.13s | 7,911 | 712 | 0 | |
| KAT Coder AIR V2.5 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 |
| Combined | 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 | 16.96s | 84,677 | 22,180 | 0 | |
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 74.48s | 23,854 | 485 | 28,559 |
| 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 | 1.13s | 7,788 | 249 | 0 | |
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 3.59s | 7,776 | 284 | 2,140 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 2.9 | 4.4 | 22.2% | 2 | 870ms | 798 | 24 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 7.28s | 724 | 1,101 | 7,738 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 5.4 | 2.5 | 66.7% | 1 | 1.38s | 522 | 134 | 0 | |
| KAT Coder AIR V2.5 | 5.1 | 10.0 | 0.0% | 0 | 7.10s | 516 | 179 | 539 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 4.9 | 6.9 | 33.3% | 1 | 1.06s | 711 | 72 | 0 | |
| KAT Coder AIR V2.5 | 9.8 | 10.0 | 100.0% | 0 | 1.51s | 699 | 90 | 675 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Apodex 1.1 Mini | 3.1 | 7.4 | 11.1% | 1 | 1.20s | 714 | 581 | 0 | |
| KAT Coder AIR V2.5 | 3.5 | 4.4 | 33.3% | 2 | 2.47s | 696 | 285 | 1,576 |
| 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 | 2.80s | 8,445 | 312 | 0 | |
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.77s | 8,391 | 330 | 1,082 |
| 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 | 759ms | 210 | 13 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 21.72s | 204 | 20 | 11,028 |
Quick Compare
Switch Comparison Pair
Ling 3.0 FlashnonevsKAT Coder AIR V2.5highApodex 1.1 MininoneFree AvailablevsKAT Coder AIR V2.5mediumApodex 1.1 MininoneFree AvailablevsMercury 2.5lowApodex 1.1 MininoneFree AvailablevsLaguna S 2.1mediumFree AvailableKAT Coder AIR V2.5highvsInkling SmalllowFree AvailableKAT Coder AIR V2.5highvsMistral Small 4mediumKAT Coder AIR V2.5highvsMistral Small 4noneApodex 1.1 MininoneFree AvailablevsMistral Small 4mediumApodex 1.1 MininoneFree AvailablevsMercury 2.5 PreviewlowMercury 2.5lowvsKAT Coder AIR V2.5highKAT Coder AIR V2.5highvsMiMo-V2.5-PrononeKAT Coder AIR V2.5highvsQwen3.6 35B A3Bnone