- Rank
- #88
- Total Output Tokens
- 57,978
- Response Time (avg)
- 14.12s
- Total Cost
- $3.636
Claude Opus 4.7 (medium) vs GPT-5.6 Luna (high)
Claude Opus 4.7 (medium) leads on average score with 8.1 vs 8.0. GPT-5.6 Luna (high) has the lower benchmark cost at $0.207 vs $3.636. Claude Opus 4.7 (medium) is faster at 14.12s vs 18.39s, with pass rates of 81.2% vs 71.0%.
Compared models
- Rank
- #91
- Total Output Tokens
- 139,395
- Response Time (avg)
- 18.39s
- Total Cost
- $0.207
Recommended model
GPT-5.6 Luna (high)
Its score stays close to the best score here (8.0 vs 8.1), while costing about 17.6x less than Claude Opus 4.7 (medium).
Detailed comparison
| Metric | Claude Opus 4.7 Claude Opus 4.7 medium | GPT-5.6 Luna GPT-5.6 Luna high |
|---|---|---|
| Score | 8.1 | 8.0 |
| Rank | #88 | #91 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.3 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 81.2% | 71.0% |
| Flaky tests | 2 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 20.200 | 5.882 |
| Total Cost | $3.636 | $0.207 |
| Input Price | $5.000 / 1M | $0.200 / 1M |
| Output Price | $25.000 / 1M | $1.200 / 1M |
| Total Input Tokens | 437,293 | 197,896 |
| Output Tokens | 29,102 | 6,211 |
| Reasoning Tokens | 28,876 | 133,184 |
| Response Time (avg) | 14.12s | 18.39s |
| Response Time (max) | 150.60s | 111.09s |
| Response Time (total) | 310.55s | 422.93s |
| Parameters | ~5T total (~500B active) | ~400B total (~17B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#88 Claude Opus 4.7
medium- Cost
- $0.059
- Time
- 26.8s
- Tokens
- 2,475 tok
#91 GPT-5.6 Luna
high- Cost
- $0.033
- Time
- 34.2s
- Tokens
- 5,484 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 5.2 | 3.2 | 33.3% | 1 | 150.60s | 292,044 | 4,154 | 23,834 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 60.15s | 116,969 | 1,123 | 2,957 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 8.3 | 10.0 | 75.0% | 0 | 1.85s | 894 | 348 | 0 | |
| GPT-5.6 Luna | 8.3 | 10.0 | 75.0% | 0 | 2.99s | 606 | 162 | 1,265 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 7.6 | 7.2 | 77.8% | 1 | 12.96s | 10,635 | 7,629 | 1,114 | |
| GPT-5.6 Luna | 5.5 | 4.7 | 55.6% | 2 | 15.63s | 7,302 | 510 | 17,746 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 10.0 | 10.0 | 100.0% | 0 | 43.42s | 104,347 | 15,459 | 3,928 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 19.05s | 57,719 | 3,366 | 8,005 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 10.0 | 10.0 | 100.0% | 0 | 2.37s | 10,533 | 324 | 0 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 2.18s | 7,140 | 234 | 470 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 7.7 | 10.0 | 66.7% | 0 | 1.19s | 627 | 51 | 0 | |
| GPT-5.6 Luna | 5.3 | 7.2 | 44.4% | 1 | 62.87s | 732 | 69 | 75,712 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 10.0 | 10.0 | 100.0% | 0 | 2.87s | 723 | 256 | 0 | |
| GPT-5.6 Luna | 5.0 | 10.0 | 0.0% | 0 | 3.65s | 477 | 117 | 563 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 10.0 | 10.0 | 100.0% | 0 | 1.57s | 939 | 114 | 0 | |
| GPT-5.6 Luna | 9.9 | 10.0 | 100.0% | 0 | 1.79s | 660 | 97 | 481 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 10.0 | 10.0 | 100.0% | 0 | 2.43s | 939 | 370 | 0 | |
| GPT-5.6 Luna | 7.6 | 7.2 | 77.8% | 1 | 14.55s | 642 | 242 | 18,281 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 10.0 | 10.0 | 100.0% | 0 | 4.17s | 15,339 | 373 | 0 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 4.98s | 5,454 | 260 | 324 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.7 | 3.0 | 10.0 | 0.0% | 0 | 2.25s | 273 | 24 | 0 | |
| GPT-5.6 Luna | 3.0 | 10.0 | 0.0% | 0 | 17.00s | 195 | 31 | 7,380 |
Quick Compare
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