AI BENCHY Compare
Google: Gemini 3.1 Flash Lite Preview vs OpenAI: GPT-5.4
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Last updated at: 2026-03-05
| Metric | Google: Gemini 3.1 Flash Lite Preview none Release: 2026-03-03 | OpenAI: GPT-5.4 medium Release: 2026-03-05 |
|---|---|---|
| Rank | #20 | #7 |
| Avg Score | 74 | 82 |
| Consistency | 96 | 89 |
| Cost per result | 0.142 | 6.533 |
| Total Cost | $0.015 | $0.784 |
| Tests Correct | ||
| Attempt pass rate | 71.1% | 86.7% |
| Flaky tests | 1 | 2 |
| Output Tokens | 4,646 | 1,611 |
| Reasoning Tokens | 0 | 46,321 |
Score vs Total Cost
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Google: Gemini 3.1 Flash Lite Preview | 60 | 78 | 55.6% | 1 | 1,086 | 0 | |
| OpenAI: GPT-5.4 | 100 | 100 | 100.0% | 0 | 216 | 1,466 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Google: Gemini 3.1 Flash Lite Preview | 100 | 100 | 0.0% | 0 | 339 | 0 | |
| OpenAI: GPT-5.4 | 100 | 100 | 100.0% | 0 | 301 | 3,543 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Google: Gemini 3.1 Flash Lite Preview | 99 | 100 | 100.0% | 0 | 399 | 0 | |
| OpenAI: GPT-5.4 | 99 | 100 | 100.0% | 0 | 234 | 804 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Google: Gemini 3.1 Flash Lite Preview | 40 | 100 | 33.3% | 0 | 568 | 0 | |
| OpenAI: GPT-5.4 | 40 | 72 | 44.4% | 1 | 61 | 34,748 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Google: Gemini 3.1 Flash Lite Preview | 100 | 100 | 100.0% | 0 | 574 | 0 | |
| OpenAI: GPT-5.4 | 100 | 100 | 100.0% | 0 | 93 | 897 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Google: Gemini 3.1 Flash Lite Preview | 100 | 100 | 100.0% | 0 | 898 | 0 | |
| OpenAI: GPT-5.4 | 70 | 72 | 88.9% | 1 | 442 | 3,832 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| Google: Gemini 3.1 Flash Lite Preview | 100 | 100 | 100.0% | 0 | 782 | 0 | |
| OpenAI: GPT-5.4 | 100 | 100 | 100.0% | 0 | 264 | 1,031 |
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