- Rank
- #136
- Total Output Tokens
- 404,635
- Response Time (avg)
- 151.67s
- Total Cost
- $0.569
LongCat 2.0 (high) vs Inkling (medium)
Inkling (medium) leads on average score with 7.4 vs 7.3. Inkling (medium) has the lower benchmark cost at $0.540 vs $0.569. Inkling (medium) is faster at 16.98s vs 151.67s, with pass rates of 53.6% vs 75.4%.
Compared models
- Rank
- #130
- Total Output Tokens
- 69,605
- Response Time (avg)
- 16.98s
- Total Cost
- $0.540
Recommended model
Inkling (medium)
It has the best score here (7.4), while responding about 8.9x faster than LongCat 2.0 (high).
Detailed comparison
| Metric | LongCat 2.0 LongCat 2.0 high | Inkling Inkling medium Free Available |
|---|---|---|
| Score | 7.3 | 7.4 |
| Rank | #136 | #130 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.5 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 53.6% | 75.4% |
| Flaky tests | 4 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 5.681 | 3.594 |
| Total Cost | $0.569 | $0.540 |
| Input Price | $0.300 / 1M | $1.000 / 1M |
| Output Price | $1.200 / 1M | $4.050 / 1M |
| Total Input Tokens | 275,080 | 257,138 |
| Output Tokens | 32,447 | 13,830 |
| Reasoning Tokens | 372,188 | 55,775 |
| Response Time (avg) | 151.67s | 16.98s |
| Response Time (max) | 941.66s | 85.12s |
| Response Time (total) | 3488.43s | 390.45s |
| Parameters | 1.6T total (48B active) | 975B total (41B active) |
| Availability | Open source | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#136 LongCat 2.0
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
#130 Thinking Machines: Inkling
medium- Cost
- $0.004
- Time
- 11.2s
- Tokens
- 852 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 |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 116.07s | 181,669 | 1,977 | 16,016 | |
| Inkling | 4.7 | 1.6 | 66.7% | 1 | 45.93s | 133,076 | 1,640 | 4,123 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 8.9 | 8.1 | 91.7% | 1 | 7.76s | 588 | 303 | 3,300 | |
| Inkling | 8.7 | 9.5 | 75.0% | 0 | 6.49s | 645 | 333 | 3,091 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 7.8 | 9.3 | 66.7% | 0 | 505.33s | 6,913 | 244 | 192,377 | |
| Inkling | 8.4 | 7.8 | 77.8% | 1 | 25.20s | 7,374 | 525 | 14,457 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 167.13s | 68,941 | 4,934 | 49,558 | |
| Inkling | 7.3 | 5.8 | 83.3% | 1 | 41.15s | 98,542 | 10,088 | 4,626 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.6 | 5.8 | 33.3% | 1 | 10.98s | 7,653 | 197 | 2,714 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 3.60s | 7,068 | 216 | 813 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.6 | 7.2 | 22.2% | 1 | 433.73s | 505 | 23,928 | 86,947 | |
| Inkling | 5.3 | 7.2 | 44.4% | 1 | 31.59s | 804 | 69 | 18,378 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 5.1 | 10.0 | 0.0% | 0 | 17.00s | 480 | 111 | 1,748 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 4.65s | 501 | 170 | 699 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 6.5 | 10.0 | 50.0% | 0 | 6.96s | 657 | 78 | 1,726 | |
| Inkling | 9.8 | 10.0 | 100.0% | 0 | 6.17s | 708 | 93 | 1,886 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.1 | 7.4 | 11.1% | 1 | 9.18s | 636 | 379 | 2,778 | |
| Inkling | 10.0 | 10.0 | 100.0% | 0 | 5.18s | 714 | 370 | 2,310 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 10.02s | 6,840 | 249 | 505 | |
| Inkling | 3.0 | 10.0 | 0.0% | 0 | 4.48s | 7,487 | 296 | 298 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 99.44s | 198 | 47 | 14,519 | |
| Inkling | 2.8 | 1.6 | 33.3% | 1 | 21.69s | 219 | 30 | 5,094 |
Quick Compare
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