- Rank
- #155
- Total Output Tokens
- 59,534
- Response Time (avg)
- 6.78s
- Total Cost
- $0.158
Gemini 3.1 Flash Lite Preview (medium) vs GPT-5.2 Chat
The average score is effectively tied at 7.0 vs 7.0. Gemini 3.1 Flash Lite Preview (medium) has the lower benchmark cost at $0.158 vs $0.594. Gemini 3.1 Flash Lite Preview (medium) is faster at 6.78s vs 7.43s, with pass rates of 60.9% vs 66.7%.
Compared models
- Rank
- #153
- Total Output Tokens
- 29,742
- Response Time (avg)
- 7.43s
- Total Cost
- $0.594
Recommended model
Gemini 3.1 Flash Lite Preview (medium)
It has the best score here (7.0), while costing about 3.8x less than GPT-5.2 Chat.
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | GPT-5.2 Chat GPT-5.2 Chat none |
|---|---|---|
| Score | 7.0 | 7.0 |
| Rank | #155 | #153 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.9 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 60.9% | 66.7% |
| Flaky tests | 0 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.124 | 4.564 |
| Total Cost | $0.158 | $0.594 |
| Input Price | $0.250 / 1M | $1.750 / 1M |
| Output Price | $1.500 / 1M | $14.000 / 1M |
| Total Input Tokens | 272,221 | 101,104 |
| Output Tokens | 12,345 | 29,742 |
| Reasoning Tokens | 47,189 | 0 |
| Response Time (avg) | 6.78s | 7.43s |
| Response Time (max) | 54.91s | 38.52s |
| Response Time (total) | 155.96s | 163.35s |
| 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.
#155 Gemini 3.1 Flash Lite Preview
medium- Cost
- $0.003
- Time
- 5.2s
- Tokens
- 1,944 tok
#153 GPT-5.2 Chat
none- Cost
- $0.010
- Time
- 15.3s
- Tokens
- 797 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.0 | 10.0 | 0.0% | 0 | 54.91s | 154,728 | 1,756 | 0 | |
| GPT-5.2 Chat | 3.0 | 10.0 | 0.0% | 0 | 955ms | 0 | 0 | 0 |
| 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-5.2 Chat | 8.7 | 7.9 | 91.7% | 1 | 3.40s | 606 | 1,807 | 0 |
| 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-5.2 Chat | 8.8 | 7.8 | 88.9% | 1 | 9.82s | 7,305 | 6,731 | 0 |
| 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-5.2 Chat | 7.3 | 5.8 | 83.3% | 1 | 13.91s | 78,055 | 7,923 | 0 |
| 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-5.2 Chat | 10.0 | 10.0 | 100.0% | 0 | 3.05s | 7,140 | 980 | 0 |
| 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-5.2 Chat | 3.0 | 10.0 | 0.0% | 0 | 23.67s | 579 | 7,128 | 0 |
| 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-5.2 Chat | 4.4 | 3.0 | 33.3% | 1 | 3.20s | 477 | 335 | 0 |
| 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-5.2 Chat | 9.8 | 10.0 | 100.0% | 0 | 5.51s | 660 | 1,441 | 0 |
| 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-5.2 Chat | 7.7 | 10.0 | 66.7% | 0 | 4.10s | 642 | 1,603 | 0 |
| 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-5.2 Chat | 10.0 | 10.0 | 100.0% | 0 | 4.68s | 5,445 | 555 | 0 |
| 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-5.2 Chat | 3.0 | 10.0 | 0.0% | 0 | 6.89s | 195 | 1,239 | 0 |
Quick Compare
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