- Rank
- #40
- Total Output Tokens
- 697,731
- Response Time (avg)
- 173.96s
- Total Cost
- $1.797
Seed 2.1 Turbo (high) vs Gemini 3.5 Flash Lite (high)
Seed 2.1 Turbo (high) leads on average score with 8.9 vs 8.8. Gemini 3.5 Flash Lite (high) has the lower benchmark cost at $0.540 vs $1.797. Gemini 3.5 Flash Lite (high) is faster at 10.05s vs 173.96s, with pass rates of 78.8% vs 83.3%.
Compared models
- Rank
- #44
- Total Output Tokens
- 204,625
- Response Time (avg)
- 10.05s
- Total Cost
- $0.540
Recommended model
Gemini 3.5 Flash Lite (high)
Its score stays close to the best score here (8.8 vs 8.9), while costing about 3.3x less than Seed 2.1 Turbo (high).
Detailed comparison
| Metric | Seed 2.1 Turbo Seed 2.1 Turbo high | Gemini 3.5 Flash Lite Gemini 3.5 Flash Lite high |
|---|---|---|
| Score | 8.9 | 8.8 |
| Rank | #40 | #44 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 9.3 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 78.8% | 83.3% |
| Flaky tests | 3 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 11.230 | 3.174 |
| Total Cost | $1.797 | $0.540 |
| Input Price | $0.500 / 1M | $0.300 / 1M |
| Output Price | $2.500 / 1M | $2.500 / 1M |
| Total Input Tokens | 104,695 | 93,046 |
| Output Tokens | 6,645 | 5,884 |
| Reasoning Tokens | 691,086 | 198,741 |
| Response Time (avg) | 173.96s | 10.05s |
| Response Time (max) | 584.71s | 36.22s |
| Response Time (total) | 3827.19s | 221.06s |
| Parameters | ~200B total (~20B active) | ~150B total (~10B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#40 Seed 2.1 Turbo
high- Cost
- $0.058
- Time
- 355.4s
- Tokens
- 23,053 tok
#44 Gemini 3.5 Flash Lite
high- Cost
- $0.025
- Time
- 36.8s
- Tokens
- 9,964 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 8.2 | 7.9 | 83.3% | 1 | 47.01s | 906 | 374 | 31,640 | |
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.96s | 498 | 142 | 7,917 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 336.02s | 8,220 | 370 | 194,578 | |
| Gemini 3.5 Flash Lite | 8.4 | 7.4 | 88.9% | 1 | 16.58s | 8,130 | 434 | 57,369 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 408.85s | 74,377 | 4,732 | 152,138 | |
| Gemini 3.5 Flash Lite | 9.9 | 10.0 | 100.0% | 0 | 27.90s | 68,427 | 4,360 | 52,993 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 33.70s | 8,544 | 246 | 11,954 | |
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 3.17s | 7,362 | 279 | 5,636 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 2.9 | 7.2 | 11.1% | 1 | 506.22s | 828 | 10 | 268,420 | |
| Gemini 3.5 Flash Lite | 3.6 | 7.2 | 22.2% | 1 | 23.14s | 656 | 17 | 54,566 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 6.5 | 3.4 | 66.7% | 1 | 25.69s | 573 | 206 | 3,897 | |
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 3.10s | 488 | 81 | 2,124 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 9.8 | 10.0 | 100.0% | 0 | 7.66s | 816 | 71 | 1,918 | |
| Gemini 3.5 Flash Lite | 9.8 | 10.0 | 100.0% | 0 | 2.16s | 625 | 69 | 3,513 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 27.26s | 867 | 399 | 13,904 | |
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.09s | 572 | 183 | 4,004 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 25.97s | 9,297 | 228 | 1,221 | |
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 4.55s | 6,132 | 310 | 2,955 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 3.0 | 10.0 | 0.0% | 0 | 78.58s | 267 | 9 | 11,416 | |
| Gemini 3.5 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 9.68s | 156 | 9 | 7,664 |
Quick Compare
Switch Comparison Pair
Seed 2.1 TurbohighvsParetononeClaude Opus 4.8mediumvsGemini 3.5 Flash LitehighGemini 3.5 Flash LitehighvsMuse Spark 1.3mediumClaude Opus 5lowvsGemini 3.5 Flash LitehighSeed 2.1 TurbohighvsGPT-5.3-CodexmediumGemini 3.5 Flash LitehighvsGLM 5.3 FlashmaxGemini 3.5 Flash LitehighvsQwen3.8 Max (0902)mediumClaude Opus 4.7mediumvsGemini 3.5 Flash LitehighSeed 2.1 TurbohighvsGemini 3.5 FlashlowSeed 2.1 TurbohighvsQwen3.8 MaxmediumSeed 2.1 TurbohighvsGPT-5.5mediumSeed 2.1 TurbohighvsGemini 3.5 Flashmedium