- Rank
- #149
- Total Output Tokens
- 412,179
- Response Time (avg)
- 16.67s
- Total Cost
- $0.646
Gemini 3.1 Flash Lite Preview (low) vs Laguna XS 2.1 (medium)
Gemini 3.1 Flash Lite Preview (low) leads on average score with 6.6 vs 6.5. Laguna XS 2.1 (medium) has the lower benchmark cost at $0.068 vs $0.646. Gemini 3.1 Flash Lite Preview (low) is faster at 16.67s vs 48.18s, with pass rates of 63.6% vs 45.5%.
- Rank
- #155
- Total Output Tokens
- 522,480
- Response Time (avg)
- 48.18s
- Total Cost
- $0.068
Recommended model
Laguna XS 2.1 (medium)
Its score stays close to the best score here (6.5 vs 6.6), while costing about 9.6x less than Gemini 3.1 Flash Lite Preview (low).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low | Laguna XS 2.1 Laguna XS 2.1 medium Free Available |
|---|---|---|
| Score | 6.6 | 6.5 |
| Rank | #149 | #155 |
| Reliability | 10.0 | 10.0 |
| Consistency | 10.0 | 9.2 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 63.6% | 45.5% |
| Flaky tests | 0 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 4.613 | 0.745 |
| Total Cost | $0.646 | $0.068 |
| Input Price | $0.250 / 1M | $0.060 / 1M |
| Output Price | $1.500 / 1M | $0.120 / 1M |
| Total Input Tokens | 110,196 | 118,998 |
| Output Tokens | 14,717 | 30,750 |
| Reasoning Tokens | 397,462 | 491,730 |
| Response Time (avg) | 16.67s | 48.18s |
| Response Time (max) | 309.35s | 422.72s |
| Response Time (total) | 366.69s | 1059.93s |
| Parameters | ~150B total (~10B active) | 33B total (3B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#149 Gemini 3.1 Flash Lite Preview
low- Cost
- $0.002
- Time
- 3.7s
- Tokens
- 1,203 tok
#155 Laguna XS 2.1
medium- Cost
- $0.001
- Time
- 30.6s
- Tokens
- 4,678 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 | 8.3 | 10.0 | 75.0% | 0 | 2.12s | 506 | 462 | 1,638 | |
| Laguna XS 2.1 | 4.8 | 10.0 | 25.0% | 0 | 41.96s | 774 | 353 | 73,090 |
| 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 | 1.39s | 8,138 | 660 | 1,060 | |
| Laguna XS 2.1 | 5.5 | 10.0 | 33.3% | 0 | 70.35s | 7,995 | 23,767 | 83,258 |
| 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 | 160.63s | 85,851 | 12,656 | 389,079 | |
| Laguna XS 2.1 | 6.3 | 10.0 | 50.0% | 0 | 218.07s | 91,698 | 5,496 | 229,064 |
| 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 | 3.00s | 7,455 | 291 | 696 | |
| Laguna XS 2.1 | 10.0 | 10.0 | 100.0% | 0 | 4.50s | 7,734 | 234 | 3,129 |
| 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 | 7.7 | 10.0 | 66.7% | 0 | 2.10s | 652 | 18 | 1,191 | |
| Laguna XS 2.1 | 3.5 | 4.4 | 33.3% | 2 | 67.48s | 843 | 17 | 91,430 |
| 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 | 1.54s | 490 | 69 | 384 | |
| Laguna XS 2.1 | 5.0 | 10.0 | 0.0% | 0 | 4.15s | 537 | 119 | 1,375 |
| 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 | 1.49s | 621 | 72 | 753 | |
| Laguna XS 2.1 | 9.8 | 10.0 | 100.0% | 0 | 2.57s | 753 | 82 | 1,844 |
| 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 | 1.69s | 566 | 243 | 1,248 | |
| Laguna XS 2.1 | 5.3 | 10.0 | 33.3% | 0 | 3.43s | 771 | 357 | 3,355 |
| 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 | 9.54s | 5,757 | 237 | 993 | |
| Laguna XS 2.1 | 10.0 | 10.0 | 100.0% | 0 | 3.01s | 7,638 | 309 | 748 |
| 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 | 1.35s | 160 | 9 | 420 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 10.88s | 255 | 16 | 4,437 |
Quick Compare
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