- Rank
- #183
- Total Output Tokens
- 14,161
- Response Time (avg)
- 1.56s
- Total Cost
- $0.052
Gemini 3.1 Flash Lite Preview vs GPT-5.3-Codex (medium)
GPT-5.3-Codex (medium) leads on average score with 8.9 vs 6.4. Gemini 3.1 Flash Lite Preview has the lower benchmark cost at $0.052 vs $0.988. Gemini 3.1 Flash Lite Preview is faster at 1.56s vs 16.91s, with pass rates of 57.6% vs 83.3%.
Compared models
- Rank
- #32
- Total Output Tokens
- 60,374
- Response Time (avg)
- 16.91s
- Total Cost
- $0.988
Recommended model
GPT-5.3-Codex (medium)
It has the strongest score in this comparison (8.9) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none | GPT-5.3-Codex GPT-5.3-Codex medium |
|---|---|---|
| Score | 6.4 | 8.9 |
| Rank | #183 | #32 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 8.6 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 57.6% | 83.3% |
| Flaky tests | 1 | 4 |
| Total Runs | 66 | 66 |
| Cost per result | 0.430 | 6.171 |
| Total Cost | $0.052 | $0.988 |
| Input Price | $0.250 / 1M | $1.750 / 1M |
| Output Price | $1.500 / 1M | $14.000 / 1M |
| Total Input Tokens | 120,955 | 81,187 |
| Output Tokens | 14,161 | 6,258 |
| Reasoning Tokens | 0 | 54,116 |
| Response Time (avg) | 1.56s | 16.91s |
| Response Time (max) | 9.27s | 100.93s |
| Response Time (total) | 34.32s | 372.03s |
| Parameters | ~150B total (~10B active) | ~1.2T total (~80B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#183 Gemini 3.1 Flash Lite Preview
none- Cost
- $0.003
- Time
- 4.7s
- Tokens
- 1,827 tok
#32 GPT-5.3-Codex
medium- Cost
- $0.049
- Time
- 54.9s
- Tokens
- 3,580 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 | 7.5 | 8.4 | 66.7% | 1 | 1.04s | 504 | 1,092 | 0 | |
| GPT-5.3-Codex | 8.7 | 7.9 | 91.7% | 1 | 4.16s | 606 | 240 | 1,722 |
| 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 | 967ms | 8,128 | 670 | 0 | |
| GPT-5.3-Codex | 10.0 | 10.0 | 100.0% | 0 | 19.50s | 7,302 | 535 | 10,890 |
| 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 | 3.0 | 10.0 | 0.0% | 0 | 6.23s | 96,386 | 9,084 | 0 | |
| GPT-5.3-Codex | 10.0 | 10.0 | 100.0% | 0 | 26.04s | 57,988 | 4,258 | 5,816 |
| 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 | 1.22s | 7,550 | 399 | 0 | |
| GPT-5.3-Codex | 10.0 | 10.0 | 100.0% | 0 | 3.07s | 7,140 | 234 | 728 |
| 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 | 811ms | 654 | 437 | 0 | |
| GPT-5.3-Codex | 5.9 | 7.2 | 55.6% | 1 | 63.93s | 732 | 71 | 30,150 |
| 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 | 4.0 | 10.0 | 0.0% | 0 | 741ms | 488 | 69 | 0 | |
| GPT-5.3-Codex | 4.6 | 10.0 | 0.0% | 0 | 4.87s | 477 | 187 | 331 |
| 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 | 1.13s | 623 | 574 | 0 | |
| GPT-5.3-Codex | 10.0 | 10.0 | 100.0% | 0 | 3.04s | 660 | 93 | 693 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 900ms | 570 | 1,045 | 0 | |
| GPT-5.3-Codex | 9.0 | 7.9 | 88.9% | 1 | 5.05s | 642 | 356 | 1,593 |
| 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 | 3.39s | 5,894 | 782 | 0 | |
| GPT-5.3-Codex | 10.0 | 10.0 | 100.0% | 0 | 6.37s | 5,445 | 254 | 492 |
| 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 | 814ms | 158 | 9 | 0 | |
| GPT-5.3-Codex | 2.8 | 1.6 | 33.3% | 1 | 14.43s | 195 | 30 | 1,701 |
Quick Compare
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