- Rank
- #142
- Total Output Tokens
- 42,741
- Response Time (avg)
- 7.54s
- Total Cost
- $0.323
Gemini 3.8 Flash (low) vs LongCat 2.0 (high)
LongCat 2.0 (high) leads on average score with 7.3 vs 7.2. Gemini 3.8 Flash (low) has the lower benchmark cost at $0.323 vs $0.569. Gemini 3.8 Flash (low) is faster at 7.54s vs 151.67s, with pass rates of 81.2% vs 53.6%.
Compared models
- Rank
- #136
- Total Output Tokens
- 404,635
- Response Time (avg)
- 151.67s
- Total Cost
- $0.569
Recommended model
Gemini 3.8 Flash (low)
Its score stays close to the best score here (7.2 vs 7.3), while costing about 1.8x less than LongCat 2.0 (high).
Detailed comparison
| Metric | Gemini 3.8 Flash Gemini 3.8 Flash low | LongCat 2.0 LongCat 2.0 high |
|---|---|---|
| Score | 7.2 | 7.3 |
| Rank | #142 | #136 |
| Reliability | 9.9 | 10.0 |
| Consistency | 8.2 | 8.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 81.2% | 53.6% |
| Flaky tests | 5 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 2.014 | 5.681 |
| Total Cost | $0.323 | $0.569 |
| Input Price | $0.750 / 1M | $0.300 / 1M |
| Output Price | $3.750 / 1M | $1.200 / 1M |
| Total Input Tokens | 215,836 | 275,080 |
| Output Tokens | 9,452 | 32,447 |
| Reasoning Tokens | 33,289 | 372,188 |
| Response Time (avg) | 7.54s | 151.67s |
| Response Time (max) | 67.18s | 941.66s |
| Response Time (total) | 173.36s | 3488.43s |
| Parameters | ~500B total (~20B active) | 1.6T total (48B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#142 Gemini 3.8 Flash
low- Cost
- $0.030
- Time
- 45.8s
- Tokens
- 8,023 tok
#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
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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 6.1 | 3.1 | 66.7% | 1 | 67.18s | 104,063 | 1,417 | 0 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 116.07s | 181,669 | 1,977 | 16,016 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.96s | 492 | 171 | 1,054 | |
| LongCat 2.0 | 8.9 | 8.1 | 91.7% | 1 | 7.76s | 588 | 303 | 3,300 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 5.4 | 7.2 | 44.4% | 1 | 4.31s | 8,118 | 449 | 5,706 | |
| LongCat 2.0 | 7.8 | 9.3 | 66.7% | 0 | 505.33s | 6,913 | 244 | 192,377 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 3.8 | 5.8 | 33.3% | 1 | 19.61s | 87,701 | 6,571 | 14,001 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 167.13s | 68,941 | 4,934 | 49,558 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.34s | 7,548 | 279 | 1,000 | |
| LongCat 2.0 | 3.6 | 5.8 | 33.3% | 1 | 10.98s | 7,653 | 197 | 2,714 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 5.8 | 4.4 | 66.7% | 2 | 6.50s | 642 | 12 | 7,051 | |
| LongCat 2.0 | 3.6 | 7.2 | 22.2% | 1 | 433.73s | 505 | 23,928 | 86,947 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.89s | 486 | 72 | 316 | |
| LongCat 2.0 | 5.1 | 10.0 | 0.0% | 0 | 17.00s | 480 | 111 | 1,748 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.79s | 615 | 72 | 1,873 | |
| LongCat 2.0 | 6.5 | 10.0 | 50.0% | 0 | 6.96s | 657 | 78 | 1,726 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.25s | 558 | 165 | 1,458 | |
| LongCat 2.0 | 3.1 | 7.4 | 11.1% | 1 | 9.18s | 636 | 379 | 2,778 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 10.0 | 10.0 | 100.0% | 0 | 5.51s | 5,457 | 233 | 224 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 10.02s | 6,840 | 249 | 505 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.8 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.29s | 156 | 11 | 606 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 99.44s | 198 | 47 | 14,519 |
Quick Compare
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