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Comparison · 3 models · Updated Oct 4, 2026

Ministral 14B vs Trinity Nano Preview vs Seed 2.0 Lite

Seed 2.0 Lite comes out ahead, 62 to 45 and 25 on our weighted score.

  1. Mistral AI

    Ministral 14B

    Released Dec 2, 2025

    45/100
    • ECI—
    • Price$0.20 / $0.20
    • Context262K
  2. Arcee AI

    Trinity Nano Preview

    Released Dec 1, 2025

    25/100
    • ECI—
    • Price—
    • Context131K
  3. Our pick

    ByteDance Seed

    Seed 2.0 Lite

    Released Feb 14, 2026

    62/100
    • ECI—
    • Price$0.089 / $0.534
    • Context256K
01 — Verdict

Seed 2.0 Lite is our pick

Seed 2.0 Lite is the better all-round choice, scoring 62/100 against Ministral 14B (45) and Trinity Nano Preview (25). It leads on inputs & features. 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 priceMinistral 14BMinistral 14B $0.20 · Seed 2.0 Lite $0.20 per 1M tokens (3:1 blend) · Trinity Nano Preview unpriced
  • Longest contextMinistral 14BMinistral 14B 262,144 · Seed 2.0 Lite 256,000 · Trinity Nano Preview 131,072 tokens
  • Widest inputsSeed 2.0 LiteMinistral 14B: Text, Images · Trinity Nano Preview: Text · Seed 2.0 Lite: Text, Images, Video
  • Self-hostingMinistral 14B and Trinity Nano PreviewPublishes downloadable weights (Apache-2.0 and OpenMDW-1.1)
How the score is built
MeasureWeightMinistral 14BTrinity Nano PreviewSeed 2.0 Lite
Inputs & features60%502580
Context window40%372436
Overall100%45/10025/10062/100

Left out because at least one model lacks the data: capability and price. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Ministral 14B vs Trinity Nano Preview vs Seed 2.0 Lite specifications side by side
SpecificationMinistral 14BMistral AITrinity Nano PreviewArcee AISeed 2.0 LiteByteDance Seed
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.20—$0.089 (best)
Output$0.20 (best)—$0.534
Cached input——$0.018
Blended (3:1)$0.20 (best)—$0.20
Long-context rateSame rate—Over 32K: $0.134 / $0.802
Price sourceMedian of 1 providers—Official Volcengine Ark API
Limits
Context window262,144 tokens (best)131,072 tokens256,000 tokens
Max output262,144 tokens (best)131,072 tokens32,000 tokens
Inputs and features
TextYesYesYes
ImagesYesNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoYes
ReasoningNoNoYesminimal · low · medium · high · xhigh · max
Tool callingYesYesYes
Structured outputNoNoYes
Availability
WeightsOpenApache-2.0OpenOpenMDW-1.1Proprietary
API model ID——doubao-seed-2-0-lite-260428
API providers1—6 (best)
ReleasedDec 2, 2025Dec 1, 2025Feb 14, 2026
Knowledge cutoff———
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Ministral 14B$2.40
  • Trinity Nano Preview—
  • Seed 2.0 Lite$1.96
04 — Questions

Which should you choose?

Which is better: Ministral 14B, Trinity Nano Preview or Seed 2.0 Lite?

Seed 2.0 Lite is the better all-round choice, scoring 62/100 against Ministral 14B (45) and Trinity Nano Preview (25). It leads on inputs & features. 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, Ministral 14B, Trinity Nano Preview or Seed 2.0 Lite?

Ministral 14B is cheaper at $0.20 input / $0.20 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 Ministral 14B versus $0.20 for Seed 2.0 Lite (1× as much). Trinity Nano Preview has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Ministral 14B has not been scored yet, Trinity Nano 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 Ministral 14B, Trinity Nano 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. All three support tool calling for agent workflows.

Which has the bigger context window?

Ministral 14B has the largest context window at 262,144 tokens, against 256,000 for Seed 2.0 Lite and 131,072 for Trinity Nano Preview. Maximum output per response: Ministral 14B up to 262,144, Trinity Nano Preview up to 131,072, Seed 2.0 Lite up to 32,000 tokens.

Which can read images, PDFs, audio or video?

Ministral 14B accepts text and images; Trinity Nano 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?

Ministral 14B and Trinity Nano Preview publishes its weights (Apache-2.0 and 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. Ministral 14B came out Dec 2, 2025; Trinity Nano Preview came out Dec 1, 2025.

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.