- Rank
- #88
- Total Output Tokens
- 57,978
- Response Time (avg)
- 14.12s
- Total Cost
- $3.636
Claude Opus 4.7 (medium) vs Seed-2.0-Code (low)
Seed-2.0-Code (low) leads on average score with 8.1 vs 8.1. Seed-2.0-Code (low) has the lower benchmark cost at $0.881 vs $3.636. Claude Opus 4.7 (medium) is faster at 14.12s vs 73.02s, with pass rates of 81.2% vs 78.3%.
Compared models
- Rank
- #86
- Total Output Tokens
- 253,807
- Response Time (avg)
- 73.02s
- Total Cost
- $0.881
Recommended model
Seed-2.0-Code (low)
It has the best score here (8.1), while costing about 4.1x less than Claude Opus 4.7 (medium).
Detailed comparison
| Metric | Claude Opus 4.7 Claude Opus 4.7 medium | Seed-2.0-Code Seed-2.0-Code low |
|---|---|---|
| Score | 8.1 | 8.1 |
| Rank | #88 | #86 |
| Reliability | 10.0 | 8.9 |
| Consistency | 9.3 | 7.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 81.2% | 78.3% |
| Flaky tests | 2 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 20.200 | 6.288 |
| Total Cost | $3.636 | $0.881 |
| Input Price | $5.000 / 1M | $0.500 / 1M |
| Output Price | $25.000 / 1M | $3.000 / 1M |
| Total Input Tokens | 437,293 | 237,604 |
| Output Tokens | 29,102 | 9,617 |
| Reasoning Tokens | 28,876 | 244,190 |
| Response Time (avg) | 14.12s | 73.02s |
| Response Time (max) | 150.60s | 485.92s |
| Response Time (total) | 310.55s | 1679.49s |
| Parameters | ~5T total (~500B active) | ~200B total (~20B 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
#86 Seed-2.0-Code
low
Provider returned error
- Cost
- $0.000
- Time
- 0.3s
- Tokens
- 0 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 | |
| Seed-2.0-Code | 10.0 | 10.0 | 100.0% | 0 | 90.18s | 151,947 | 1,475 | 11,023 |
| 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 | |
| Seed-2.0-Code | 8.7 | 7.9 | 91.7% | 1 | 39.56s | 930 | 2,650 | 15,987 |
| 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 | |
| Seed-2.0-Code | 7.0 | 7.1 | 55.6% | 1 | 109.70s | 7,948 | 455 | 55,759 |
| 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 | |
| Seed-2.0-Code | 7.3 | 5.8 | 83.3% | 1 | 99.12s | 55,969 | 3,774 | 21,408 |
| 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 | |
| Seed-2.0-Code | 10.0 | 10.0 | 100.0% | 0 | 24.88s | 8,046 | 246 | 1,639 |
| 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 | |
| Seed-2.0-Code | 4.1 | 4.4 | 44.5% | 2 | 238.45s | 975 | 16 | 132,626 |
| 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 | |
| Seed-2.0-Code | 6.5 | 3.4 | 66.7% | 1 | 11.14s | 579 | 179 | 1,117 |
| 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 | |
| Seed-2.0-Code | 9.8 | 10.0 | 100.0% | 0 | 12.20s | 828 | 72 | 1,034 |
| 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 | |
| Seed-2.0-Code | 9.9 | 10.0 | 100.0% | 0 | 12.50s | 885 | 445 | 2,470 |
| 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 | |
| Seed-2.0-Code | 10.0 | 10.0 | 100.0% | 0 | 55.56s | 9,315 | 296 | 637 |
| 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 | |
| Seed-2.0-Code | 3.0 | 10.0 | 0.0% | 0 | 10.02s | 182 | 9 | 490 |
Quick Compare
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