- Rank
- #289
- Total Output Tokens
- 17,558
- Response Time (avg)
- 7.49s
- Total Cost
- $0.114
Seed-2.0-Lite vs Gemini 3.1 Flash Lite (minimal)
The average score is effectively tied at 6.0 vs 5.9. Gemini 3.1 Flash Lite (minimal) has the lower benchmark cost at $0.080 vs $0.114. Gemini 3.1 Flash Lite (minimal) is faster at 3.95s vs 7.49s, with pass rates of 39.1% vs 49.3%.
Compared models
- Rank
- #290
- Total Output Tokens
- 12,875
- Response Time (avg)
- 3.95s
- Total Cost
- $0.080
Recommended model
Gemini 3.1 Flash Lite (minimal)
It has the best score here (5.9), while responding about 1.9x faster than Seed-2.0-Lite.
Detailed comparison
| Metric | Seed-2.0-Lite Seed-2.0-Lite none | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal |
|---|---|---|
| Score | 6.0 | 5.9 |
| Rank | #289 | #290 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 39.1% | 49.3% |
| Flaky tests | 3 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 1.421 | 0.791 |
| Total Cost | $0.114 | $0.080 |
| Input Price | $0.250 / 1M | $0.250 / 1M |
| Output Price | $2.000 / 1M | $1.500 / 1M |
| Cache Read Price | N/A | $0.025 / 1M |
| Cache Write Price | N/A | $0.084 / 1M |
| Total Input Tokens | 314,113 | 238,785 |
| Output Tokens | 17,558 | 12,875 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 7.49s | 3.95s |
| Response Time (max) | 75.99s | 50.03s |
| Response Time (total) | 172.19s | 90.76s |
| Parameters | ~200B total (~20B active) | ~150B total (~10B active) |
| Availability | Closed | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#289 Seed-2.0-Lite
none- Cost
- $0.005
- Time
- 83.8s
- Tokens
- 2,311 tok
#290 Gemini 3.1 Flash Lite
minimal- Cost
- $0.001
- Time
- 3.7s
- Tokens
- 635 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 5.0 | 10.0 | 0.0% | 0 | 75.99s | 171,907 | 2,814 | 0 | |
| Gemini 3.1 Flash Lite | 5.0 | 10.0 | 0.0% | 0 | 50.03s | 119,709 | 1,757 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 5.9 | 16.7% | 2 | 2.43s | 894 | 709 | 0 | |
| Gemini 3.1 Flash Lite | 8.3 | 10.0 | 75.0% | 0 | 1.10s | 500 | 639 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 5.6 | 10.0 | 33.3% | 0 | 2.83s | 8,215 | 410 | 0 | |
| Gemini 3.1 Flash Lite | 5.5 | 10.0 | 33.3% | 0 | 831ms | 8,126 | 666 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 10.0 | 0.0% | 0 | 25.58s | 111,839 | 11,985 | 0 | |
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 7.75s | 94,962 | 8,988 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 1.82s | 8,538 | 246 | 0 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 1.04s | 7,552 | 279 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 10.0 | 0.0% | 0 | 1.12s | 948 | 15 | 0 | |
| Gemini 3.1 Flash Lite | 2.9 | 7.2 | 11.1% | 1 | 972ms | 652 | 15 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 3.45s | 570 | 294 | 0 | |
| Gemini 3.1 Flash Lite | 4.0 | 10.0 | 0.0% | 0 | 791ms | 490 | 63 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 1.06s | 810 | 73 | 0 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 932ms | 615 | 72 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 5.3 | 7.2 | 44.4% | 1 | 2.78s | 858 | 709 | 0 | |
| Gemini 3.1 Flash Lite | 6.0 | 4.6 | 66.7% | 2 | 2.15s | 564 | 153 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 10.0 | 10.0 | 100.0% | 0 | 3.94s | 9,270 | 292 | 0 | |
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 3.51s | 5,457 | 234 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Lite | 3.0 | 10.0 | 0.0% | 0 | 1.96s | 264 | 11 | 0 | |
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 724ms | 158 | 9 | 0 |
Quick Compare
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