- Rank
- #239
- Total Output Tokens
- 510,266
- Response Time (avg)
- 32.68s
- Total Cost
- $0.000
Apodex 1.1 Mini (medium) vs Gemini 3.1 Flash Lite (minimal)
Apodex 1.1 Mini (medium) leads on average score with 6.0 vs 5.9. Apodex 1.1 Mini (medium) has the lower benchmark cost at $0.000 vs $0.080. Gemini 3.1 Flash Lite (minimal) is faster at 3.95s vs 32.68s, with pass rates of 68.1% vs 49.3%.
Compared models
- Rank
- #245
- Total Output Tokens
- 12,875
- Response Time (avg)
- 3.95s
- Total Cost
- $0.080
Recommended model
Gemini 3.1 Flash Lite (minimal)
Its score stays close to the best score here (5.9 vs 6.0), while responding about 8.3x faster than Apodex 1.1 Mini (medium).
Detailed comparison
| Metric | Apodex 1.1 Mini Apodex 1.1 Mini medium Free Available | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal |
|---|---|---|
| Score | 6.0 | 5.9 |
| Rank | #239 | #245 |
| Reliability | 9.9 | 10.0 |
| Consistency | 7.0 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 68.1% | 49.3% |
| Flaky tests | 9 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 0.791 |
| Total Cost | $0.000 | $0.080 |
| Input Price | $0.000 / 1M | $0.250 / 1M |
| Output Price | $0.000 / 1M | $1.500 / 1M |
| Cache Read Price | N/A | $0.025 / 1M |
| Cache Write Price | N/A | $0.084 / 1M |
| Total Input Tokens | 293,112 | 238,785 |
| Output Tokens | 152,376 | 12,875 |
| Reasoning Tokens | 357,890 | 0 |
| Response Time (avg) | 32.68s | 3.95s |
| Response Time (max) | 115.57s | 50.03s |
| Response Time (total) | 751.72s | 90.76s |
| Parameters | 35B total (~3B active) | ~150B total (~10B 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
#245 Gemini 3.1 Flash Lite
minimal- Cost
- $0.001
- Time
- 3.7s
- Tokens
- 635 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 | |
| Gemini 3.1 Flash Lite | 5.0 | 10.0 | 0.0% | 0 | 50.03s | 119,709 | 1,757 | 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 | |
| Gemini 3.1 Flash Lite | 8.3 | 10.0 | 75.0% | 0 | 1.10s | 500 | 639 | 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 | |
| Gemini 3.1 Flash Lite | 5.5 | 10.0 | 33.3% | 0 | 831ms | 8,126 | 666 | 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 | |
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 7.75s | 94,962 | 8,988 | 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 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 1.04s | 7,552 | 279 | 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 | |
| Gemini 3.1 Flash Lite | 2.9 | 7.2 | 11.1% | 1 | 972ms | 652 | 15 | 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 | |
| Gemini 3.1 Flash Lite | 4.0 | 10.0 | 0.0% | 0 | 791ms | 490 | 63 | 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 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 932ms | 615 | 72 | 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 | |
| Gemini 3.1 Flash Lite | 6.0 | 4.6 | 66.7% | 2 | 2.15s | 564 | 153 | 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 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 3.51s | 5,457 | 234 | 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 | |
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 724ms | 158 | 9 | 0 |
Quick Compare
Switch Comparison Pair
Apodex 1.1 MinimediumFree AvailablevsKAT-Coder-Pro V2.5noneGemini 3.1 Flash Liteminimalvsgpt-oss-120bmediumSeed-2.0-LitenonevsGemini 3.1 Flash LiteminimalGemini 3.1 Flash LiteminimalvsInkling SmallmediumFree AvailableGemini 3.1 Flash LiteminimalvsMiMo-V2.6-PrononeGemini 3.1 Flash LiteminimalvsQwen3.6 FlashnoneGemini 3.1 Flash LiteminimalvsGLM 5.3 FlashXlowApodex 1.1 MinimediumFree AvailablevsQwen3.5 Plus 2026-04-20noneApodex 1.1 MinimediumFree AvailablevsInklingnoneFree AvailableClaude Sonnet 5nonevsGemini 3.1 Flash LiteminimalGemini 3.1 Flash LiteminimalvsNemotron 3 UltranoneFree AvailableApodex 1.1 MinimediumFree AvailablevsGLM 5.3 FlashXlow