- Rank
- #243
- Total Output Tokens
- 165,306
- Response Time (avg)
- 21.71s
- Total Cost
- $0.000
Minimax M3.1 Flash (xhigh) vs Laguna XS 2.1 (medium)
The average score is effectively tied at 6.4 vs 6.4. Minimax M3.1 Flash (xhigh) has the lower benchmark cost at $0.000 vs $0.083. Minimax M3.1 Flash (xhigh) is faster at 21.71s vs 48.97s, with pass rates of 56.5% vs 46.4%.
Compared models
- Rank
- #237
- Total Output Tokens
- 514,966
- Response Time (avg)
- 48.97s
- Total Cost
- $0.083
Recommended model
Minimax M3.1 Flash (xhigh)
It has the best score here (6.4), while responding about 2.3x faster than Laguna XS 2.1 (medium).
Detailed comparison
| Metric | Minimax M3.1 Flash Minimax M3.1 Flash xhigh Free Available | Laguna XS 2.1 Laguna XS 2.1 medium Free Available |
|---|---|---|
| Score | 6.4 | 6.4 |
| Rank | #243 | #237 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.3 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 56.5% | 46.4% |
| Flaky tests | 5 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 0.922 |
| Total Cost | $0.000 | $0.083 |
| Input Price | $0.000 / 1M | $0.060 / 1M |
| Output Price | $0.000 / 1M | $0.120 / 1M |
| Cache Read Price | N/A | $0.030 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 318,768 | 352,516 |
| Output Tokens | 9,865 | 33,786 |
| Reasoning Tokens | 155,441 | 504,506 |
| Response Time (avg) | 21.71s | 48.97s |
| Response Time (max) | 87.61s | 422.72s |
| Response Time (total) | 499.37s | 1126.35s |
| Parameters | - | 33B total (3B active) |
| Availability | Closed | Weights available |
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.
#243 Minimax M3.1 Flash
xhigh- Cost
- $0.000
- Time
- 91.1s
- Tokens
- 11,588 tok
#237 Laguna XS 2.1
medium- Cost
- $0.001
- Time
- 30.6s
- Tokens
- 4,678 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 6.1 | 3.1 | 66.7% | 1 | 87.61s | 175,534 | 1,687 | 24,903 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 2.91s | 2,838 | 161 | 2,461 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 6.0 | 4.6 | 66.7% | 2 | 20.38s | 9,024 | 346 | 19,926 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 7.3 | 5.8 | 83.3% | 1 | 34.36s | 110,684 | 6,847 | 28,992 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 949ms | 2,802 | 111 | 332 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 7.7 | 10.0 | 66.7% | 0 | 50.99s | 2,400 | 19 | 44,568 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 5.0 | 10.0 | 0.0% | 0 | 6.26s | 1,032 | 88 | 1,391 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 4.9 | 6.9 | 33.3% | 1 | 1.72s | 1,779 | 59 | 703 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 7.8 | 9.9 | 66.7% | 0 | 10.22s | 2,313 | 227 | 8,704 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.78s | 9,609 | 308 | 120 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Minimax M3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 72.27s | 753 | 12 | 23,341 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 10.88s | 255 | 16 | 4,437 |
Quick Compare
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