Trinity Large Preview vs Seed 2.0 Lite
Seed 2.0 Lite comes out ahead, 62 to 34 on our weighted score, and it is the cheaper option too.
Arcee AITrinity Large Preview
34/100- ECI—
- Price—
- Context524K
- Our pick
ByteDance SeedSeed 2.0 Lite
62/100- ECI—
- Price$0.089 / $0.534
- Context256K
Add a model
Make it a three-way comparison.
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). 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 priceSeed 2.0 LiteSeed 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 tokens
- Widest inputsSeed 2.0 LiteTrinity Large Preview: Text · Seed 2.0 Lite: Text, Images, Video
- Self-hostingTrinity Large PreviewPublishes downloadable weights (OpenMDW-1.1)
| Measure | Weight | Trinity Large Preview | Seed 2.0 Lite |
|---|---|---|---|
| Inputs & features | 60% | 25 | 80 |
| Context window | 40% | 49 | 36 |
| Overall | 100% | 34/100 | 62/100 |
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 | Trinity Large PreviewArcee AI | Seed 2.0 LiteByteDance Seed |
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | — |
| ECI rank | — | — |
| Price per million tokens | ||
| Input | — | $0.089 |
| Output | — | $0.534 |
| Cached input | — | $0.018 |
| Blended (3:1) | — | $0.20 |
| Long-context rate | — | Over 32K: $0.134 / $0.802 |
| Price source | — | Official Volcengine Ark API |
| Limits | ||
| Context window | 524,288 tokens (best) | 256,000 tokens |
| Max output | 262,144 tokens (best) | 32,000 tokens |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | No | Yes |
| PDFs | No | No |
| Audio | No | No |
| Video | No | Yes |
| Reasoning | No | Yesminimal · low · medium · high · xhigh · max |
| Tool calling | Yes | Yes |
| Structured output | No | Yes |
| Availability | ||
| Weights | OpenOpenMDW-1.1 | Proprietary |
| API model ID | — | doubao-seed-2-0-lite-260428 |
| API providers | 1 | 6 (best) |
| Released | Jan 27, 2026 | Feb 14, 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.
- Trinity Large Preview—
- Seed 2.0 Lite$1.96
Which should you choose?
Which is better: Trinity Large Preview or Seed 2.0 Lite?
Seed 2.0 Lite is the better all-round choice, scoring 62/100 against Trinity Large Preview (34). 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, Trinity Large Preview or Seed 2.0 Lite?
Seed 2.0 Lite is cheaper at $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 Seed 2.0 Lite versus . Trinity Large Preview has no published per-token price.
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Trinity Large Preview has not been scored yet and Seed 2.0 Lite has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Trinity Large Preview and Seed 2.0 Lite yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
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. Maximum output per response: Trinity Large Preview up to 262,144, Seed 2.0 Lite up to 32,000 tokens.
Which can read images, PDFs, audio or video?
Trinity Large Preview accepts text; Seed 2.0 Lite accepts text, images and video. Seed 2.0 Lite handles the widest range of inputs.
Are any of these open source?
Trinity Large Preview publishes its weights (OpenMDW-1.1) and can be self-hosted; Seed 2.0 Lite is proprietary.
Which is newer?
Seed 2.0 Lite is the newest, released 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.
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