- Rank
- #79
- Total Output Tokens
- 53,161
- Response Time (avg)
- 18.07s
- Total Cost
- $0.047
GPT-6 Luna (medium) vs Laguna XS 2.1 (medium)
GPT-6 Luna (medium) leads on average score with 8.3 vs 6.4. GPT-6 Luna (medium) has the lower benchmark cost at $0.047 vs $0.083. GPT-6 Luna (medium) is faster at 18.07s vs 48.97s, with pass rates of 73.9% vs 46.4%.
Compared models
- Rank
- #200
- Total Output Tokens
- 538,292
- Response Time (avg)
- 48.97s
- Total Cost
- $0.083
Recommended model
GPT-6 Luna (medium)
It has the best score here (8.3), while costing about 1.8x less than Laguna XS 2.1 (medium).
Detailed comparison
| Metric | GPT-6 Luna GPT-6 Luna medium | Laguna XS 2.1 Laguna XS 2.1 medium Free Available |
|---|---|---|
| Score | 8.3 | 6.4 |
| Rank | #79 | #200 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 73.9% | 46.4% |
| Flaky tests | 3 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.313 | 0.922 |
| Total Cost | $0.047 | $0.083 |
| Input Price | $0.100 / 1M | $0.060 / 1M |
| Output Price | $0.500 / 1M | $0.120 / 1M |
| Cache Read Price | $0.010 / 1M | $0.030 / 1M |
| Cache Write Price | $0.125 / 1M | N/A |
| Total Input Tokens | 203,193 | 352,516 |
| Output Tokens | 5,751 | 33,786 |
| Reasoning Tokens | 47,410 | 504,506 |
| Response Time (avg) | 18.07s | 48.97s |
| Response Time (max) | 66.44s | 422.72s |
| Response Time (total) | 415.53s | 1126.35s |
| Parameters | ~400B total (~17B active) | 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.
#79 GPT-6 Luna
medium- Cost
- $0.002
- Time
- 23.6s
- Tokens
- 2,966 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 66.44s | 124,247 | 1,116 | 6,891 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 8.3 | 10.0 | 75.0% | 0 | 4.32s | 606 | 156 | 875 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 6.6 | 4.6 | 77.8% | 2 | 23.63s | 7,302 | 438 | 10,222 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 22.65s | 55,738 | 3,052 | 4,096 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 26.09s | 7,140 | 234 | 268 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 5.9 | 7.2 | 55.6% | 1 | 22.71s | 732 | 70 | 19,191 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 4.4 | 9.9 | 0.0% | 0 | 28.25s | 477 | 91 | 289 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 9.8 | 10.0 | 100.0% | 0 | 13.24s | 660 | 89 | 409 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 7.7 | 10.0 | 66.7% | 0 | 9.78s | 642 | 211 | 3,189 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 4.84s | 5,454 | 264 | 249 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| GPT-6 Luna | 3.0 | 10.0 | 0.0% | 0 | 6.39s | 195 | 30 | 1,731 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 10.88s | 255 | 16 | 4,437 |
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