- Rank
- #192
- Total Output Tokens
- 10,643
- Response Time (avg)
- 6.84s
- Total Cost
- $0.092
Seed 2.1 Turbo vs Dots 3 Note Preview (medium)
Dots 3 Note Preview (medium) leads on average score with 5.9 vs 5.9. Dots 3 Note Preview (medium) has the lower benchmark cost at $0.000 vs $0.092. Seed 2.1 Turbo is faster at 6.84s vs 67.13s, with pass rates of 54.6% vs 57.6%.
- Rank
- #188
- Total Output Tokens
- 679,539
- Response Time (avg)
- 67.13s
- Total Cost
- $0.000
Recommended model
Seed 2.1 Turbo
Its score stays close to the best score here (5.9 vs 5.9), while responding about 9.8x faster than Dots 3 Note Preview (medium).
Detailed comparison
| Metric | Seed 2.1 Turbo Seed 2.1 Turbo none | Dots 3 Note Preview Dots 3 Note Preview medium Free Available |
|---|---|---|
| Score | 5.9 | 5.9 |
| Rank | #192 | #188 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 7.1 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 54.6% | 57.6% |
| Flaky tests | 3 | 8 |
| Total Runs | 66 | 66 |
| Cost per result | 0.912 | 0.000 |
| Total Cost | $0.092 | $0.000 |
| Input Price | $0.500 / 1M | $0.000 / 1M |
| Output Price | $2.500 / 1M | $0.000 / 1M |
| Total Input Tokens | 129,150 | 94,639 |
| Output Tokens | 10,643 | 108,013 |
| Reasoning Tokens | 0 | 571,526 |
| Response Time (avg) | 6.84s | 67.13s |
| Response Time (max) | 55.92s | 459.19s |
| Response Time (total) | 150.46s | 1476.95s |
| Parameters | ~200B total (~20B active) | 280B total (16B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#192 Seed 2.1 Turbo
none- Cost
- $0.093
- Time
- 517.1s
- Tokens
- 37,102 tok
#188 Dots 3 Note Preview
medium- Cost
- $0.000
- Time
- 585.4s
- Tokens
- 12,198 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 | 4.8 | 10.0 | 25.0% | 0 | 4.04s | 894 | 337 | 0 | |
| Dots 3 Note Preview | 8.7 | 7.9 | 91.7% | 1 | 7.76s | 549 | 6,652 | 11,129 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 4.5 | 7.9 | 22.2% | 1 | 2.35s | 8,211 | 608 | 0 | |
| Dots 3 Note Preview | 4.2 | 5.1 | 33.3% | 2 | 309.15s | 7,368 | 29,392 | 373,137 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 3.8 | 5.8 | 33.3% | 1 | 41.25s | 98,769 | 8,300 | 0 | |
| Dots 3 Note Preview | 9.9 | 10.0 | 100.0% | 0 | 60.81s | 69,445 | 8,753 | 41,136 |
| 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 | 7.1 | 5.6 | 83.3% | 1 | 2.63s | 8,538 | 491 | 0 | |
| Dots 3 Note Preview | 4.5 | 1.4 | 66.7% | 2 | 78.47s | 7,710 | 16,112 | 61,329 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 7.7 | 10.0 | 66.7% | 0 | 1.36s | 948 | 18 | 0 | |
| Dots 3 Note Preview | 3.6 | 7.2 | 22.2% | 1 | 47.54s | 690 | 29,960 | 52,323 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 5.0 | 10.0 | 0.0% | 0 | 2.44s | 570 | 217 | 0 | |
| Dots 3 Note Preview | 3.8 | 9.5 | 0.0% | 0 | 26.20s | 474 | 10,578 | 11,535 |
| 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 | 1.82s | 810 | 69 | 0 | |
| Dots 3 Note Preview | 8.5 | 6.8 | 83.3% | 1 | 7.77s | 636 | 4,773 | 5,324 |
| 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 | 2.31s | 858 | 365 | 0 | |
| Dots 3 Note Preview | 5.3 | 7.2 | 44.4% | 1 | 8.71s | 606 | 1,022 | 8,755 |
| 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 | 20.28s | 9,288 | 228 | 0 | |
| Dots 3 Note Preview | 10.0 | 10.0 | 100.0% | 0 | 13.97s | 6,969 | 451 | 1,434 |
| 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 | 2.12s | 264 | 10 | 0 | |
| Dots 3 Note Preview | 3.0 | 10.0 | 0.0% | 0 | 15.46s | 192 | 320 | 5,424 |
Quick Compare
Switch Comparison Pair
Dots 3 Note PreviewmediumFree AvailablevsQwen3.5-35B-A3BnoneDots 3 Note PreviewmediumFree AvailablevsQwen3.5-FlashnoneDots 3 Note PreviewmediumFree AvailablevsGPT-5.6 TerranoneDots 3 Note PreviewmediumFree AvailablevsGPT-5.4 MininoneSeed 2.1 TurbononevsStep 3.5 FlashmediumSeed 2.1 TurbononevsGPT-5 NanomediumDots 3 Note PreviewmediumFree AvailablevsGemini 2.5 FlashnoneTrinity Large ThinkinglowvsDots 3 Note PreviewmediumFree AvailableDots 3 Note PreviewmediumFree AvailablevsNemotron 3 UltranoneFree AvailableSeed 2.1 TurbononevsNorth Mini CodemediumFree AvailableDots 3 Note PreviewmediumFree AvailablevsGPT-5.4noneDots 3 Note PreviewmediumFree AvailablevsQwen3.5 Plus 2026-04-20none