- Rank
- #138
- Total Output Tokens
- 129,214
- Response Time (avg)
- 8.68s
- Total Cost
- $0.440
Gemini 3.5 Flash Lite (medium) vs Step 3.7 Flash (low)
Gemini 3.5 Flash Lite (medium) leads on average score with 7.3 vs 7.2. Gemini 3.5 Flash Lite (medium) has the lower benchmark cost at $0.440 vs $0.449. Gemini 3.5 Flash Lite (medium) is faster at 8.68s vs 20.72s, with pass rates of 76.8% vs 63.8%.
Compared models
- Rank
- #147
- Total Output Tokens
- 339,108
- Response Time (avg)
- 20.72s
- Total Cost
- $0.449
Recommended model
Gemini 3.5 Flash Lite (medium)
It has the best score here (7.3), while responding about 2.4x faster than Step 3.7 Flash (low).
Detailed comparison
| Metric | Gemini 3.5 Flash Lite Gemini 3.5 Flash Lite medium | Step 3.7 Flash Step 3.7 Flash low |
|---|---|---|
| Score | 7.3 | 7.2 |
| Rank | #138 | #147 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.6 | 7.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 63.8% |
| Flaky tests | 7 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 3.140 | 4.078 |
| Total Cost | $0.440 | $0.449 |
| Input Price | $0.300 / 1M | $0.200 / 1M |
| Output Price | $2.500 / 1M | $1.150 / 1M |
| Cache Read Price | $0.030 / 1M | $0.040 / 1M |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 388,307 | 292,685 |
| Output Tokens | 10,412 | 339,108 |
| Reasoning Tokens | 118,802 | 0 |
| Response Time (avg) | 8.68s | 20.72s |
| Response Time (max) | 86.92s | 124.75s |
| Response Time (total) | 199.65s | 476.67s |
| Parameters | ~150B total (~10B active) | 198B total (11B active) |
| Availability | Closed | Open source |
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.
#138 Gemini 3.5 Flash Lite
medium- Cost
- $0.010
- Time
- 17.8s
- Tokens
- 4,000 tok
#147 Step 3.7 Flash
low
Invalid SVG
- Cost
- $0.004
- Time
- 25.3s
- Tokens
- 3,072 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 3.5 Flash Lite | 4.7 | 3.1 | 33.3% | 1 | 86.92s | 284,391 | 1,520 | 31,459 | |
| Step 3.7 Flash | 7.4 | 3.8 | 66.7% | 1 | 83.63s | 188,843 | 18,715 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.11s | 504 | 150 | 5,265 | |
| Step 3.7 Flash | 8.7 | 7.9 | 91.7% | 1 | 4.02s | 756 | 10,896 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 7.9 | 9.9 | 66.7% | 0 | 9.96s | 8,122 | 471 | 28,930 | |
| Step 3.7 Flash | 8.2 | 7.2 | 88.9% | 1 | 9.46s | 7,437 | 18,685 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 7.3 | 5.8 | 83.3% | 1 | 17.87s | 79,299 | 7,303 | 29,209 | |
| Step 3.7 Flash | 7.3 | 5.8 | 83.3% | 1 | 66.18s | 77,415 | 93,682 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.11s | 7,362 | 287 | 2,226 | |
| Step 3.7 Flash | 7.3 | 5.8 | 83.3% | 1 | 2.29s | 7,398 | 2,667 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 4.1 | 4.4 | 44.5% | 2 | 5.34s | 656 | 17 | 10,964 | |
| Step 3.7 Flash | 2.9 | 7.2 | 11.1% | 1 | 22.65s | 837 | 48,299 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 4.7 | 3.1 | 33.3% | 1 | 2.97s | 488 | 100 | 1,558 | |
| Step 3.7 Flash | 3.4 | 9.3 | 0.0% | 0 | 7.00s | 525 | 4,604 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 9.8 | 10.0 | 100.0% | 0 | 1.72s | 625 | 69 | 2,657 | |
| Step 3.7 Flash | 9.8 | 10.0 | 100.0% | 0 | 1.58s | 735 | 1,857 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 8.2 | 7.2 | 88.9% | 1 | 1.82s | 570 | 199 | 2,988 | |
| Step 3.7 Flash | 5.5 | 9.9 | 33.3% | 0 | 1.84s | 756 | 3,564 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.84s | 6,132 | 287 | 1,277 | |
| Step 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.25s | 7,746 | 1,360 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 2.8 | 1.6 | 33.3% | 1 | 3.75s | 158 | 9 | 2,269 | |
| Step 3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 124.75s | 237 | 134,779 | 0 |
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