- Rank
- #202
- Total Output Tokens
- 12,432
- Response Time (avg)
- 6.05s
- Total Cost
- $0.155
Gemini 3 Flash Preview vs Laguna XS 2.1 (medium)
The average score is effectively tied at 6.4 vs 6.4. Laguna XS 2.1 (medium) has the lower benchmark cost at $0.083 vs $0.155. Gemini 3 Flash Preview is faster at 6.05s vs 48.97s, with pass rates of 62.3% vs 46.4%.
Compared models
- Rank
- #200
- Total Output Tokens
- 538,292
- Response Time (avg)
- 48.97s
- Total Cost
- $0.083
Recommended model
Gemini 3 Flash Preview
It has the best score here (6.4), while responding about 8.1x faster than Laguna XS 2.1 (medium).
Detailed comparison
| Metric | Gemini 3 Flash Preview Gemini 3 Flash Preview none | Laguna XS 2.1 Laguna XS 2.1 medium Free Available |
|---|---|---|
| Score | 6.4 | 6.4 |
| Rank | #202 | #200 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 46.4% |
| Flaky tests | 3 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 1.187 | 0.922 |
| Total Cost | $0.155 | $0.083 |
| Input Price | $0.500 / 1M | $0.060 / 1M |
| Output Price | $3.000 / 1M | $0.120 / 1M |
| Total Input Tokens | 233,893 | 352,516 |
| Output Tokens | 12,432 | 33,786 |
| Reasoning Tokens | 0 | 504,506 |
| Response Time (avg) | 6.05s | 48.97s |
| Response Time (max) | 57.84s | 422.72s |
| Response Time (total) | 102.89s | 1126.35s |
| Parameters | ~500B total (~20B 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.
#202 Gemini 3 Flash Preview
none- Cost
- $0.003
- Time
- 5.6s
- Tokens
- 981 tok
#200 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
| 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 | 57.84s | 129,676 | 1,722 | 0 | |
| Laguna XS 2.1 | 6.1 | 3.1 | 66.7% | 1 | 66.42s | 233,518 | 3,036 | 12,776 |
| 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 | 8.3 | 10.0 | 75.0% | 0 | 1.25s | 498 | 214 | 0 | |
| 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 Flash Preview | 5.5 | 10.0 | 33.3% | 0 | 1.80s | 8,122 | 453 | 0 | |
| 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 Flash Preview | 3.8 | 1.6 | 50.0% | 2 | 12.38s | 80,061 | 9,175 | 0 | |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 1.41s | 7,263 | 279 | 0 | |
| 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 Flash Preview | 7.7 | 10.0 | 66.7% | 0 | 879ms | 650 | 18 | 0 | |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 1.13s | 490 | 104 | 0 | |
| 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 Flash Preview | 6.4 | 5.8 | 66.7% | 1 | 1.58s | 619 | 74 | 0 | |
| 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 Flash Preview | 7.7 | 10.0 | 66.7% | 0 | 1.05s | 574 | 144 | 0 | |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 3.35s | 5,784 | 234 | 0 | |
| 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 Flash Preview | 3.0 | 10.0 | 0.0% | 0 | 1.07s | 156 | 15 | 0 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 10.88s | 255 | 16 | 4,437 |
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