- Rank
- #166
- Total Output Tokens
- 59,534
- Response Time (avg)
- 6.78s
- Total Cost
- $0.158
Gemini 3.1 Flash Lite Preview (medium) vs Step 5 Preview (high)
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 $4.513. Gemini 3.1 Flash Lite Preview (medium) is faster at 6.78s vs 154.41s, with pass rates of 60.9% vs 52.2%.
Compared models
- Rank
- #169
- Total Output Tokens
- 1,581,325
- Response Time (avg)
- 154.41s
- Total Cost
- $4.513
Recommended model
Gemini 3.1 Flash Lite Preview (medium)
It has the best score here (7.0), while costing about 28.7x less than Step 5 Preview (high).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | Step 5 Preview Step 5 Preview high |
|---|---|---|
| Score | 7.0 | 7.0 |
| Rank | #166 | #169 |
| Reliability | 10.0 | 9.5 |
| Consistency | 9.9 | 8.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 60.9% | 52.2% |
| Flaky tests | 0 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.124 | 45.130 |
| Total Cost | $0.158 | $4.513 |
| Input Price | $0.250 / 1M | $1.000 / 1M |
| Output Price | $1.500 / 1M | $2.700 / 1M |
| Cache Read Price | $0.025 / 1M | $0.050 / 1M |
| Cache Write Price | $0.084 / 1M | N/A |
| Total Input Tokens | 272,221 | 243,381 |
| Output Tokens | 12,345 | 1,581,325 |
| Reasoning Tokens | 47,189 | 0 |
| Response Time (avg) | 6.78s | 154.41s |
| Response Time (max) | 54.91s | 455.72s |
| Response Time (total) | 155.96s | 3551.40s |
| Parameters | ~150B total (~10B active) | 600B total (27B 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.
#166 Gemini 3.1 Flash Lite Preview
medium- Cost
- $0.003
- Time
- 5.2s
- Tokens
- 1,944 tok
#169 Step 5 Preview
high- Cost
- $0.057
- Time
- 150.1s
- Tokens
- 20,970 tok
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 | |
| Step 5 Preview | 10.0 | 10.0 | 100.0% | 0 | 55.73s | 150,653 | 10,088 | 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 | |
| Step 5 Preview | 6.5 | 8.0 | 58.3% | 1 | 14.70s | 684 | 11,701 | 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 | |
| Step 5 Preview | 2.9 | 10.0 | 0.0% | 0 | 421.68s | 7,383 | 576,000 | 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 | |
| Step 5 Preview | 10.0 | 10.0 | 100.0% | 0 | 115.30s | 66,481 | 98,423 | 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 | |
| Step 5 Preview | 10.0 | 10.0 | 100.0% | 0 | 6.55s | 7,362 | 4,589 | 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 | |
| Step 5 Preview | 3.0 | 10.0 | 0.0% | 0 | 333.41s | 783 | 479,743 | 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 | |
| Step 5 Preview | 3.4 | 9.3 | 0.0% | 0 | 36.56s | 507 | 5,684 | 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 | |
| Step 5 Preview | 7.3 | 5.8 | 83.3% | 1 | 20.53s | 699 | 5,503 | 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 | |
| Step 5 Preview | 5.8 | 4.4 | 66.7% | 2 | 143.16s | 702 | 196,941 | 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 | |
| Step 5 Preview | 10.0 | 10.0 | 100.0% | 0 | 4.34s | 7,908 | 653 | 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 | |
| Step 5 Preview | 3.0 | 10.0 | 0.0% | 0 | 416.44s | 219 | 192,000 | 0 |
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