- Rank
- #135
- Total Output Tokens
- 241,365
- Response Time (avg)
- 20.51s
- Total Cost
- $0.644
Gemini 2.5 Flash (medium) vs LongCat 2.0 (high)
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 $0.644. Gemini 2.5 Flash (medium) is faster at 20.51s vs 151.67s, with pass rates of 68.1% vs 53.6%.
Compared models
- Rank
- #136
- Total Output Tokens
- 404,635
- Response Time (avg)
- 151.67s
- Total Cost
- $0.569
Recommended model
Gemini 2.5 Flash (medium)
It has the best score here (7.3), while responding about 7.4x faster than LongCat 2.0 (high).
Detailed comparison
| Metric | Gemini 2.5 Flash Gemini 2.5 Flash medium | LongCat 2.0 LongCat 2.0 high |
|---|---|---|
| Score | 7.3 | 7.3 |
| Rank | #135 | #136 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.6 | 8.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 68.1% | 53.6% |
| Flaky tests | 1 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 4.288 | 5.681 |
| Total Cost | $0.644 | $0.569 |
| Input Price | $0.300 / 1M | $0.300 / 1M |
| Output Price | $2.500 / 1M | $1.200 / 1M |
| Total Input Tokens | 132,507 | 275,080 |
| Output Tokens | 12,739 | 32,447 |
| Reasoning Tokens | 228,626 | 372,188 |
| Response Time (avg) | 20.51s | 151.67s |
| Response Time (max) | 140.50s | 941.66s |
| Response Time (total) | 471.64s | 3488.43s |
| Parameters | ~350B 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.
#135 Gemini 2.5 Flash
medium
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 274.0s
- Tokens
- 0 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 2.5 Flash | 3.0 | 10.0 | 0.0% | 0 | 6.54s | 0 | 0 | 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 2.5 Flash | 8.4 | 10.0 | 75.0% | 0 | 6.30s | 492 | 255 | 10,233 | |
| 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 2.5 Flash | 7.8 | 10.0 | 66.7% | 0 | 41.01s | 6,669 | 543 | 32,303 | |
| 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 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 84.47s | 110,544 | 11,112 | 95,241 | |
| 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 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.06s | 7,257 | 279 | 2,325 | |
| 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 2.5 Flash | 5.9 | 7.2 | 55.6% | 1 | 37.07s | 642 | 18 | 80,864 | |
| 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 2.5 Flash | 4.8 | 10.0 | 0.0% | 0 | 4.86s | 486 | 92 | 1,899 | |
| 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 2.5 Flash | 9.8 | 10.0 | 100.0% | 0 | 2.62s | 615 | 69 | 1,203 | |
| 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 2.5 Flash | 7.7 | 10.0 | 66.7% | 0 | 3.18s | 558 | 126 | 2,499 | |
| 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 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 6.20s | 5,088 | 234 | 1,140 | |
| 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 2.5 Flash | 3.0 | 10.0 | 0.0% | 0 | 2.76s | 156 | 11 | 919 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 99.44s | 198 | 47 | 14,519 |
Quick Compare
Switch Comparison Pair
LongCat 2.0highvsQwen3.6 PlusmediumGemini 3.5 Flash LitemediumvsLongCat 2.0highLongCat 2.0highvsGrok 4.7mediumClaude Fable 5.1mediumvsLongCat 2.0highGemini 2.5 FlashmediumvsGLM 5.3 FlashhighLongCat 2.0highvsQwen3.5-27BnoneGemini 2.5 FlashmediumvsQwen3.5-27BnoneLongCat 2.0highvsQwen3.5 Plus 2026-02-15mediumGemma 4 26B A4BmediumFree AvailablevsLongCat 2.0highLongCat 2.0highvsQwen3.8 27BmediumFree AvailableGemini 3.8 FlashlowvsLongCat 2.0highClaude Opus 4.8lowvsLongCat 2.0high