- Rank
- #91
- Total Output Tokens
- 57,778
- Response Time (avg)
- 4.59s
- Total Cost
- $0.117
Gemini 3.1 Flash Lite Preview (medium) vs GPT-5.4 Mini (medium)
The average score is effectively tied at 7.4 vs 7.5. Gemini 3.1 Flash Lite Preview (medium) has the lower benchmark cost at $0.117 vs $0.786. Gemini 3.1 Flash Lite Preview (medium) is faster at 4.59s vs 26.72s, with pass rates of 63.6% vs 68.2%.
- Rank
- #89
- Total Output Tokens
- 158,344
- Response Time (avg)
- 26.72s
- Total Cost
- $0.786
Recommended model
Gemini 3.1 Flash Lite Preview (medium)
It has the best score here (7.4), while costing about 6.8x less than GPT-5.4 Mini (medium).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | GPT-5.4 Mini GPT-5.4 Mini medium |
|---|---|---|
| Score | 7.4 | 7.5 |
| Rank | #91 | #89 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.9 | 8.1 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 63.6% | 68.2% |
| Flaky tests | 0 | 5 |
| Total Runs | 66 | 66 |
| Cost per result | 0.829 | 6.546 |
| Total Cost | $0.117 | $0.786 |
| Input Price | $0.250 / 1M | $0.750 / 1M |
| Output Price | $1.500 / 1M | $4.500 / 1M |
| Total Input Tokens | 117,493 | 97,164 |
| Output Tokens | 10,589 | 6,211 |
| Reasoning Tokens | 47,189 | 152,133 |
| Response Time (avg) | 4.59s | 26.72s |
| Response Time (max) | 18.34s | 138.75s |
| Response Time (total) | 101.04s | 587.90s |
| Parameters | ~150B total (~10B active) | ~400B total (~17B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#91 Gemini 3.1 Flash Lite Preview
medium- Cost
- $0.003
- Time
- 5.2s
- Tokens
- 1,944 tok
#89 GPT-5.4 Mini
medium- Cost
- $0.056
- Time
- 95.5s
- Tokens
- 12,464 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 9.1 | 10.0 | 75.0% | 0 | 2.33s | 512 | 570 | 4,305 | |
| GPT-5.4 Mini | 8.6 | 7.9 | 91.7% | 1 | 4.05s | 606 | 296 | 2,876 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.5 | 10.0 | 33.3% | 0 | 4.09s | 8,126 | 461 | 8,597 | |
| GPT-5.4 Mini | 8.4 | 7.4 | 88.9% | 1 | 57.87s | 7,305 | 467 | 40,902 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.2 | 9.1 | 50.0% | 0 | 16.63s | 93,097 | 8,706 | 16,997 | |
| GPT-5.4 Mini | 6.9 | 5.9 | 66.7% | 1 | 59.64s | 74,058 | 4,347 | 40,924 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 2.29s | 7,362 | 279 | 2,952 | |
| GPT-5.4 Mini | 10.0 | 10.0 | 100.0% | 0 | 2.43s | 7,140 | 234 | 650 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.3 | 10.0 | 33.3% | 0 | 4.09s | 652 | 18 | 6,120 | |
| GPT-5.4 Mini | 3.6 | 7.2 | 22.2% | 1 | 71.05s | 628 | 60 | 49,875 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.16s | 488 | 96 | 1,488 | |
| GPT-5.4 Mini | 4.5 | 10.0 | 0.0% | 0 | 3.72s | 477 | 150 | 510 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.91s | 621 | 72 | 2,121 | |
| GPT-5.4 Mini | 9.8 | 10.0 | 100.0% | 0 | 2.13s | 660 | 96 | 1,185 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.7 | 10.0 | 66.7% | 0 | 5.30s | 566 | 141 | 1,896 | |
| GPT-5.4 Mini | 7.8 | 10.0 | 66.7% | 0 | 4.37s | 642 | 278 | 2,443 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.80s | 5,909 | 234 | 912 | |
| GPT-5.4 Mini | 4.7 | 1.6 | 66.7% | 1 | 9.62s | 5,453 | 251 | 2,594 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 2.68s | 160 | 12 | 1,801 | |
| GPT-5.4 Mini | 3.0 | 10.0 | 0.0% | 0 | 30.10s | 195 | 32 | 10,174 |
Quick Compare
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