- Rank
- #23
- Total Output Tokens
- 697,731
- Response Time (avg)
- 173.96s
- Total Cost
- $1.797
Seed 2.1 Turbo (high) vs Gemini 3 Flash Preview (medium)
Gemini 3 Flash Preview (medium) leads on average score with 9.5 vs 8.9. Gemini 3 Flash Preview (medium) has the lower benchmark cost at $0.763 vs $1.797. Gemini 3 Flash Preview (medium) is faster at 19.86s vs 173.96s, with pass rates of 78.8% vs 93.9%.
- Rank
- #5
- Total Output Tokens
- 239,608
- Response Time (avg)
- 19.86s
- Total Cost
- $0.763
Recommended model
Gemini 3 Flash Preview (medium)
It has the best score here (9.5), while costing about 2.4x less than Seed 2.1 Turbo (high).
Detailed comparison
| Metric | Seed 2.1 Turbo Seed 2.1 Turbo high | Gemini 3 Flash Preview Gemini 3 Flash Preview medium |
|---|---|---|
| Score | 8.9 | 9.5 |
| Rank | #23 | #5 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 9.7 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 78.8% | 93.9% |
| Flaky tests | 3 | 1 |
| Total Runs | 66 | 66 |
| Cost per result | 11.230 | 3.814 |
| Total Cost | $1.797 | $0.763 |
| Input Price | $0.500 / 1M | $0.500 / 1M |
| Output Price | $2.500 / 1M | $3.000 / 1M |
| Total Input Tokens | 104,695 | 87,870 |
| Output Tokens | 6,645 | 5,486 |
| Reasoning Tokens | 691,086 | 234,122 |
| Response Time (avg) | 173.96s | 19.86s |
| Response Time (max) | 584.71s | 117.26s |
| Response Time (total) | 3827.19s | 436.88s |
| Parameters | ~200B total (~20B active) | ~500B total (~20B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#23 Seed 2.1 Turbo
high- Cost
- $0.058
- Time
- 355.4s
- Tokens
- 23,053 tok
#5 Gemini 3 Flash Preview
medium- Cost
- $0.010
- Time
- 18.4s
- Tokens
- 3,351 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 3.88s | 494 | 330 | 3,216 |
| 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 Flash Preview | 8.6 | 7.6 | 88.9% | 1 | 84.40s | 8,122 | 462 | 161,084 |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 26.75s | 63,717 | 3,831 | 23,496 |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 5.43s | 7,548 | 279 | 4,893 |
| 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 Flash Preview | 7.7 | 10.0 | 66.7% | 0 | 20.09s | 642 | 12 | 28,642 |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 5.19s | 486 | 72 | 1,905 |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 4.04s | 615 | 72 | 2,709 |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 4.05s | 558 | 183 | 4,365 |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 12.60s | 5,532 | 234 | 1,487 |
| 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 5.50s | 156 | 11 | 2,325 |
Quick Compare
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