- Rank
- #88
- Total Output Tokens
- 57,978
- Response Time (avg)
- 14.12s
- Total Cost
- $3.636
Claude Opus 4.7 (medium) vs DeepSeek V4.1 Flash (low)
The average score is effectively tied at 8.1 vs 8.0. DeepSeek V4.1 Flash (low) has the lower benchmark cost at $0.153 vs $3.636. Claude Opus 4.7 (medium) is faster at 14.12s vs 28.04s, with pass rates of 81.2% vs 73.9%.
Compared models
- Rank
- #90
- Total Output Tokens
- 371,547
- Response Time (avg)
- 28.04s
- Total Cost
- $0.153
Recommended model
DeepSeek V4.1 Flash (low)
It has the best score here (8.0), while costing about 23.9x less than Claude Opus 4.7 (medium).
Detailed comparison
| Metric | Claude Opus 4.7 Claude Opus 4.7 medium | DeepSeek V4.1 Flash DeepSeek V4.1 Flash low |
|---|---|---|
| Score | 8.1 | 8.0 |
| Rank | #88 | #90 |
| Reliability | 10.0 | 9.6 |
| Consistency | 9.3 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 81.2% | 73.9% |
| Flaky tests | 2 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 20.200 | 1.576 |
| Total Cost | $3.636 | $0.153 |
| Input Price | $5.000 / 1M | $0.020 / 1M |
| Output Price | $25.000 / 1M | $0.396 / 1M |
| Total Input Tokens | 437,293 | 266,849 |
| Output Tokens | 29,102 | 8,284 |
| Reasoning Tokens | 28,876 | 363,263 |
| Response Time (avg) | 14.12s | 28.04s |
| Response Time (max) | 150.60s | 149.84s |
| Response Time (total) | 310.55s | 645.03s |
| Parameters | ~5T total (~500B active) | 748B total (16B active) |
| Availability | Closed | Open source |
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
#90 DeepSeek V4.1 Flash
low- Cost
- $0.017
- Time
- 43.6s
- Tokens
- 14,069 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 | |
| DeepSeek V4.1 Flash | 6.1 | 3.1 | 66.7% | 1 | 56.02s | 167,134 | 1,903 | 21,681 |
| 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 | |
| DeepSeek V4.1 Flash | 8.3 | 10.0 | 75.0% | 0 | 3.32s | 852 | 171 | 4,328 |
| 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 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 40.66s | 7,509 | 378 | 81,978 |
| 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 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 24.73s | 77,368 | 4,906 | 24,016 |
| 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 | |
| DeepSeek V4.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 3.80s | 2,397 | 120 | 1,149 |
| 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 | |
| DeepSeek V4.1 Flash | 3.5 | 4.4 | 33.3% | 2 | 95.58s | 909 | 27 | 184,701 |
| 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 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.34s | 549 | 117 | 1,319 |
| 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 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 8.38s | 783 | 63 | 1,546 |
| 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 | |
| DeepSeek V4.1 Flash | 8.2 | 7.7 | 77.8% | 1 | 9.39s | 828 | 273 | 14,502 |
| 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 | |
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 13.83s | 8,259 | 313 | 284 |
| 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 | |
| DeepSeek V4.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 46.86s | 261 | 13 | 27,759 |
Quick Compare
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