- Rank
- #116
- Total Output Tokens
- 57,978
- Response Time (avg)
- 14.12s
- Total Cost
- $3.636
Claude Opus 4.7 (medium) vs Claude Sonnet 4.6 (medium)
Claude Opus 4.7 (medium) leads on average score with 8.1 vs 6.4. Claude Sonnet 4.6 (medium) has the lower benchmark cost at $2.126 vs $3.636. Claude Opus 4.7 (medium) is faster at 14.12s vs 28.08s, with pass rates of 81.2% vs 62.3%.
Compared models
- Rank
- #251
- Total Output Tokens
- 120,427
- Response Time (avg)
- 28.08s
- Total Cost
- $2.126
Recommended model
Claude Opus 4.7 (medium)
It has the best score here (8.1), while responding about 2.0x faster than Claude Sonnet 4.6 (medium).
Detailed comparison
| Metric | Claude Opus 4.7 Claude Opus 4.7 medium | Claude Sonnet 4.6 Claude Sonnet 4.6 medium |
|---|---|---|
| Score | 8.1 | 6.4 |
| Rank | #116 | #251 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.3 | 9.1 |
| Attempts | 69/69 | 66/69 |
| Tests Correct | ||
| Attempt pass rate | 81.2% | 62.3% |
| Flaky tests | 2 | 1 |
| Total Runs | 69 | 66 |
| Cost per result | 20.200 | 15.182 |
| Total Cost | $3.636 | $2.126 |
| Input Price | $5.000 / 1M | $3.000 / 1M |
| Output Price | $25.000 / 1M | $15.000 / 1M |
| Cache Read Price | $0.500 / 1M | $0.300 / 1M |
| Cache Write Price | $6.250 / 1M | $3.750 / 1M |
| Total Input Tokens | 437,293 | 106,316 |
| Output Tokens | 29,102 | 79,338 |
| Reasoning Tokens | 28,876 | 41,089 |
| Response Time (avg) | 14.12s | 28.08s |
| Response Time (max) | 150.60s | 140.96s |
| Response Time (total) | 310.55s | 421.15s |
| Parameters | ~5T total (~500B active) | ~1T total (~100B active) |
| Availability | Closed | Closed |
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.
#116 Claude Opus 4.7
medium- Cost
- $0.059
- Time
- 26.8s
- Tokens
- 2,475 tok
#251 Claude Sonnet 4.6
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
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 | |
| Claude Sonnet 4.6 | 0.0 | 0.0 | 0.0% | 0 | 0ms | 0 | 0 | 0 |
| 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 | |
| Claude Sonnet 4.6 | 6.5 | 10.0 | 50.0% | 0 | 2.98s | 789 | 1,046 | 1,093 |
| 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 | |
| Claude Sonnet 4.6 | 5.7 | 6.6 | 44.4% | 1 | 33.29s | 6,995 | 16,089 | 3,686 |
| 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 | |
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 93.65s | 75,531 | 31,916 | 9,109 |
| 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 | |
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 13.90s | 8,676 | 649 | 742 |
| 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 | |
| Claude Sonnet 4.6 | 3.0 | 10.0 | 0.0% | 0 | 58.37s | 495 | 24,380 | 22,891 |
| 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 | |
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 4.94s | 564 | 256 | 433 |
| 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 | |
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 2.61s | 792 | 318 | 552 |
| 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 | |
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 5.31s | 816 | 592 | 646 |
| 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 | |
| Claude Sonnet 4.6 | 10.0 | 10.0 | 100.0% | 0 | 7.48s | 11,454 | 655 | 351 |
| 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 | |
| Claude Sonnet 4.6 | 3.0 | 10.0 | 0.0% | 0 | 30.09s | 204 | 3,437 | 1,586 |
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