- Rank
- #241
- Total Output Tokens
- 17,558
- Response Time (avg)
- 7.49s
- Total Cost
- $0.114
Seed-2.0-Lite vs Inkling Small (medium)
The average score is effectively tied at 6.0 vs 6.0. Seed-2.0-Lite has the lower benchmark cost at $0.114 vs $0.118. Inkling Small (medium) is faster at 6.03s vs 7.49s, with pass rates of 39.1% vs 50.7%.
Compared models
- Rank
- #240
- Total Output Tokens
- 56,269
- Response Time (avg)
- 6.03s
- Total Cost
- $0.118
Recommended model
Inkling Small (medium)
It has the strongest score in this comparison (6.0) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | Seed-2.0-Lite Seed-2.0-Lite none | Inkling Small Inkling Small medium Free Available |
|---|---|---|
| Score | 6.0 | 6.0 |
| Rank | #241 | #240 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 39.1% | 50.7% |
| Flaky tests | 3 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 1.421 | 1.177 |
| Total Cost | $0.114 | $0.118 |
| Input Price | $0.250 / 1M | $0.450 / 1M |
| Output Price | $2.000 / 1M | $1.200 / 1M |
| Total Input Tokens | 314,113 | 100,255 |
| Output Tokens | 17,558 | 6,422 |
| Reasoning Tokens | 0 | 49,847 |
| Response Time (avg) | 7.49s | 6.03s |
| Response Time (max) | 75.99s | 17.26s |
| Response Time (total) | 172.19s | 138.65s |
| Parameters | ~200B total (~20B active) | 276B total (12B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#241 Seed-2.0-Lite
none- Cost
- $0.005
- Time
- 83.8s
- Tokens
- 2,311 tok
#240 Thinking Machines: Inkling Small
medium- Cost
- $0.003
- Time
- 13.4s
- Tokens
- 1,753 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 5.0 | 10.0 | 0.0% | 0 | 75.99s | 171,907 | 2,814 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 49ms | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 5.9 | 16.7% | 2 | 2.43s | 894 | 709 | 0 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 4.09s | 702 | 401 | 5,846 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 5.6 | 10.0 | 33.3% | 0 | 2.83s | 8,215 | 410 | 0 | |
| Inkling Small | 7.8 | 10.0 | 66.7% | 0 | 10.49s | 7,374 | 434 | 13,783 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 10.0 | 0.0% | 0 | 25.58s | 111,839 | 11,985 | 0 | |
| Inkling Small | 3.8 | 5.8 | 33.3% | 1 | 8.89s | 76,198 | 4,299 | 1,761 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 1.82s | 8,538 | 246 | 0 | |
| Inkling Small | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 7,068 | 216 | 2,123 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 10.0 | 0.0% | 0 | 1.12s | 948 | 15 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 7.65s | 804 | 69 | 9,365 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 3.45s | 570 | 294 | 0 | |
| Inkling Small | 5.3 | 10.0 | 0.0% | 0 | 2.58s | 501 | 169 | 921 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 1.06s | 810 | 73 | 0 | |
| Inkling Small | 8.5 | 6.8 | 83.3% | 1 | 3.78s | 708 | 93 | 2,477 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 5.3 | 7.2 | 44.4% | 1 | 2.78s | 858 | 709 | 0 | |
| Inkling Small | 5.8 | 7.7 | 44.4% | 1 | 5.24s | 714 | 469 | 6,498 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 3.94s | 9,270 | 292 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 2.12s | 5,967 | 240 | 207 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 10.0 | 0.0% | 0 | 1.96s | 264 | 11 | 0 | |
| Inkling Small | 3.0 | 10.0 | 0.0% | 0 | 14.19s | 219 | 32 | 6,866 |
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