Seed 2.0 Lite vs Trinity Large Preview vs Trendyol Asure 12B
Seed 2.0 Lite comes out ahead, 62 to 34 and 25 on our weighted score.
- Our pick
ByteDance SeedSeed 2.0 Lite
62/100- ECI—
- Price$0.089 / $0.534
- Context256K
Arcee AITrinity Large Preview
34/100- ECI—
- Price—
- Context524K
Trendyol
Trendyol Asure 12B
25/100- ECI—
- Price$0.10 / $0.50
- Context131K
Seed 2.0 Lite is our pick
Seed 2.0 Lite is the better all-round choice, scoring 62/100 against Trinity Large Preview (34) and Trendyol Asure 12B (25). It leads on inputs & features. Trinity Large Preview wins on context window. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceTrendyol Asure 12BTrendyol Asure 12B $0.20 · Seed 2.0 Lite $0.20 per 1M tokens (3:1 blend) · Trinity Large Preview unpriced
- Longest contextTrinity Large PreviewTrinity Large Preview 524,288 · Seed 2.0 Lite 256,000 · Trendyol Asure 12B 131,072 tokens
- Widest inputsSeed 2.0 LiteSeed 2.0 Lite: Text, Images, Video · Trinity Large Preview: Text · Trendyol Asure 12B: Text, Images
- Self-hostingTrinity Large Preview and Trendyol Asure 12BPublishes downloadable weights (OpenMDW-1.1 and Gemma)
| Measure | Weight | Seed 2.0 Lite | Trinity Large Preview | Trendyol Asure 12B |
|---|---|---|---|---|
| Inputs & features | 60% | 80 | 25 | 25 |
| Context window | 40% | 36 | 49 | 24 |
| Overall | 100% | 62/100 | 34/100 | 25/100 |
Left out because at least one model lacks the data: capability and price. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Seed 2.0 LiteByteDance Seed | Trinity Large PreviewArcee AI | Trendyol Asure 12BTrendyol |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.089 (best) | — | $0.10 |
| Output | $0.534 | — | $0.50 (best) |
| Cached input | $0.018 | — | — |
| Blended (3:1) | $0.20 | — | $0.20 (best) |
| Long-context rate | Over 32K: $0.134 / $0.802 | — | Same rate |
| Price source | Official Volcengine Ark API | — | Median of 1 providers |
| Limits | |||
| Context window | 256,000 tokens | 524,288 tokens (best) | 131,072 tokens |
| Max output | 32,000 tokens | 262,144 tokens (best) | — |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | No | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | Yes | No | No |
| Reasoning | Yesminimal · low · medium · high · xhigh · max | No | No |
| Tool calling | Yes | Yes | No |
| Structured output | Yes | No | No |
| Availability | |||
| Weights | Proprietary | OpenOpenMDW-1.1 | OpenGemma |
| API model ID | doubao-seed-2-0-lite-260428 | — | — |
| API providers | 6 (best) | 1 | 1 |
| Released | Feb 14, 2026 | Jan 27, 2026 | Feb 19, 2026 |
| Knowledge cutoff | — | — | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Seed 2.0 Lite$1.96
- Trinity Large Preview—
- Trendyol Asure 12B$2.00
Which should you choose?
Which is better: Seed 2.0 Lite, Trinity Large Preview or Trendyol Asure 12B?
Seed 2.0 Lite is the better all-round choice, scoring 62/100 against Trinity Large Preview (34) and Trendyol Asure 12B (25). It leads on inputs & features. Trinity Large Preview wins on context window. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, Seed 2.0 Lite, Trinity Large Preview or Trendyol Asure 12B?
Trendyol Asure 12B is cheaper at $0.10 input / $0.50 output per million tokens (median across 1 API provider). Seed 2.0 Lite costs $0.089 input / $0.534 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.20 per million tokens for Trendyol Asure 12B versus $0.20 for Seed 2.0 Lite (1× as much). Trinity Large Preview has no published per-token price.
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Seed 2.0 Lite has not been scored yet, Trinity Large Preview has not been scored yet and Trendyol Asure 12B has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Seed 2.0 Lite, Trinity Large Preview and Trendyol Asure 12B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Trendyol Asure 12B does not support tool calling, which most coding agents need.
Which has the bigger context window?
Trinity Large Preview has the largest context window at 524,288 tokens, against 256,000 for Seed 2.0 Lite and 131,072 for Trendyol Asure 12B. Maximum output per response: Seed 2.0 Lite up to 32,000, Trinity Large Preview up to 262,144 tokens.
Which can read images, PDFs, audio or video?
Seed 2.0 Lite accepts text, images and video; Trinity Large Preview accepts text; Trendyol Asure 12B accepts text and images. Seed 2.0 Lite handles the widest range of inputs.
Are any of these open source?
Trinity Large Preview and Trendyol Asure 12B publishes its weights (OpenMDW-1.1 and Gemma) and can be self-hosted; Seed 2.0 Lite is proprietary.
Which is newer?
Trendyol Asure 12B is the newest, released Feb 19, 2026. Seed 2.0 Lite came out Feb 14, 2026; Trinity Large Preview came out Jan 27, 2026.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.
