- Rank
- #136
- Total Output Tokens
- 404,635
- Response Time (avg)
- 151.67s
- Total Cost
- $0.569
LongCat 2.0 (high) vs Grok 4.7 (medium)
The average score is effectively tied at 7.3 vs 7.3. LongCat 2.0 (high) has the lower benchmark cost at $0.569 vs $3.501. Grok 4.7 (medium) is faster at 117.65s vs 151.67s, with pass rates of 53.6% vs 78.3%.
Compared models
- Rank
- #134
- Total Output Tokens
- 474,745
- Response Time (avg)
- 117.65s
- Total Cost
- $3.501
Recommended model
LongCat 2.0 (high)
It has the best score here (7.3), while costing about 6.2x less than Grok 4.7 (medium).
Detailed comparison
| Metric | LongCat 2.0 LongCat 2.0 high | Grok 4.7 Grok 4.7 medium |
|---|---|---|
| Score | 7.3 | 7.3 |
| Rank | #136 | #134 |
| Reliability | 10.0 | 9.8 |
| Consistency | 8.5 | 8.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 53.6% | 78.3% |
| Flaky tests | 4 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 5.681 | 19.582 |
| Total Cost | $0.569 | $3.501 |
| Input Price | $0.300 / 1M | $2.000 / 1M |
| Output Price | $1.200 / 1M | $6.000 / 1M |
| Total Input Tokens | 275,080 | 326,066 |
| Output Tokens | 32,447 | 5,726 |
| Reasoning Tokens | 372,188 | 469,019 |
| Response Time (avg) | 151.67s | 117.65s |
| Response Time (max) | 941.66s | 660.89s |
| Response Time (total) | 3488.43s | 2706.03s |
| Parameters | 1.6T total (48B active) | ~1.7T total (~170B active) |
| Availability | Open source | Closed |
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
#134 SpaceXAI: Grok 4.7
medium- Cost
- $0.047
- Time
- 132.3s
- Tokens
- 9,954 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 | |
| Grok 4.7 | 3.9 | 9.6 | 0.0% | 0 | 372.09s | 218,873 | 1,065 | 39,947 |
| 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 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 16.01s | 2,991 | 54 | 7,224 |
| 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 | |
| Grok 4.7 | 6.6 | 4.6 | 77.8% | 2 | 312.17s | 10,266 | 349 | 172,347 |
| 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 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 96.50s | 67,788 | 3,524 | 38,447 |
| 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 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 5.16s | 8,937 | 225 | 2,344 |
| 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 | |
| Grok 4.7 | 5.3 | 7.2 | 44.4% | 1 | 300.37s | 2,523 | 15 | 169,756 |
| 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 | |
| Grok 4.7 | 5.4 | 2.5 | 66.7% | 1 | 32.39s | 1,077 | 76 | 5,830 |
| 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 | |
| Grok 4.7 | 8.4 | 6.9 | 83.3% | 1 | 6.68s | 1,857 | 57 | 2,742 |
| 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 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 18.46s | 2,430 | 135 | 9,678 |
| 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 | |
| Grok 4.7 | 10.0 | 10.0 | 100.0% | 0 | 4.79s | 8,535 | 206 | 406 |
| 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 | |
| Grok 4.7 | 3.0 | 10.0 | 0.0% | 0 | 123.05s | 789 | 20 | 20,298 |
Quick Compare
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