- Rank
- #181
- Total Output Tokens
- 42,400
- Response Time (avg)
- 8.51s
- Total Cost
- $0.254
Gemini 3 Flash Preview (low) vs GPT-5.4 Mini (medium)
GPT-5.4 Mini (medium) leads on average score with 7.9 vs 6.9. Gemini 3 Flash Preview (low) has the lower benchmark cost at $0.254 vs $1.102. Gemini 3 Flash Preview (low) is faster at 8.51s vs 29.94s, with pass rates of 72.5% vs 69.6%.
Compared models
- Rank
- #111
- Total Output Tokens
- 184,172
- Response Time (avg)
- 29.94s
- Total Cost
- $1.102
Recommended model
Gemini 3 Flash Preview (low)
It offers the best overall trade-off: a competitive score (6.9), lower cost than GPT-5.4 Mini (medium), and balanced response time.
Detailed comparison
| Metric | Gemini 3 Flash Preview Gemini 3 Flash Preview low | GPT-5.4 Mini GPT-5.4 Mini medium |
|---|---|---|
| Score | 6.9 | 7.9 |
| Rank | #181 | #111 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.3 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 72.5% | 69.6% |
| Flaky tests | 2 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 1.582 | 7.754 |
| Total Cost | $0.254 | $1.102 |
| Input Price | $0.500 / 1M | $0.750 / 1M |
| Output Price | $3.000 / 1M | $4.500 / 1M |
| Cache Read Price | $0.050 / 1M | $0.075 / 1M |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 251,677 | 238,925 |
| Output Tokens | 11,196 | 7,109 |
| Reasoning Tokens | 31,204 | 177,063 |
| Response Time (avg) | 8.51s | 29.94s |
| Response Time (max) | 52.64s | 138.75s |
| Response Time (total) | 195.76s | 688.57s |
| Parameters | ~500B total (~20B active) | ~400B total (~17B active) |
| Availability | Closed | 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.
#181 Gemini 3 Flash Preview
low- Cost
- $0.007
- Time
- 12.1s
- Tokens
- 2,289 tok
#111 GPT-5.4 Mini
medium- Cost
- $0.056
- Time
- 95.5s
- Tokens
- 12,464 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 5.0 | 10.0 | 0.0% | 0 | 52.64s | 127,990 | 1,624 | 0 | |
| GPT-5.4 Mini | 10.0 | 10.0 | 100.0% | 0 | 100.66s | 141,761 | 898 | 24,930 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 3.48s | 500 | 281 | 3,082 | |
| 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 Flash Preview | 5.8 | 7.2 | 44.4% | 1 | 6.00s | 8,122 | 456 | 7,421 | |
| 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 Flash Preview | 3.0 | 10.0 | 0.0% | 0 | 10.20s | 99,775 | 7,822 | 0 | |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 9.40s | 7,261 | 279 | 3,656 | |
| 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 Flash Preview | 5.3 | 7.2 | 44.4% | 1 | 9.74s | 648 | 12 | 9,096 | |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 3.68s | 492 | 120 | 981 | |
| 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 Flash Preview | 9.9 | 10.0 | 100.0% | 0 | 7.02s | 621 | 71 | 2,752 | |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 5.77s | 562 | 288 | 3,168 | |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 4.99s | 5,550 | 234 | 415 | |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 2.75s | 156 | 9 | 633 | |
| GPT-5.4 Mini | 3.0 | 10.0 | 0.0% | 0 | 30.10s | 195 | 32 | 10,174 |
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