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Comparison · 3 models · Updated Oct 4, 2026

Trinity Nano Preview vs Seed 1.6 Flash vs Ministral 14B

Seed 1.6 Flash comes out ahead, 56 to 45 and 25 on our weighted score, and it is the cheaper option too.

  1. Arcee AI

    Trinity Nano Preview

    Released Dec 1, 2025

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

    ByteDance Seed

    Seed 1.6 Flash

    Released Aug 28, 2025

    56/100
    • ECI—
    • Price$0.022 / $0.223
    • Context256K
  3. Mistral AI

    Ministral 14B

    Released Dec 2, 2025

    45/100
    • ECI—
    • Price$0.20 / $0.20
    • Context262K
01 — Verdict

Seed 1.6 Flash is our pick

Seed 1.6 Flash is the better all-round choice, scoring 56/100 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 priceSeed 1.6 FlashSeed 1.6 Flash $0.072 · Ministral 14B $0.20 per 1M tokens (3:1 blend) · Trinity Nano Preview unpriced
  • Longest contextMinistral 14BMinistral 14B 262,144 · Seed 1.6 Flash 256,000 · Trinity Nano Preview 131,072 tokens
  • Widest inputsSeed 1.6 Flash and Ministral 14BTrinity Nano Preview: Text · Seed 1.6 Flash: Text, Images · Ministral 14B: Text, Images
  • Self-hostingTrinity Nano Preview and Ministral 14BPublishes downloadable weights (OpenMDW-1.1 and Apache-2.0)
How the score is built
MeasureWeightTrinity Nano PreviewSeed 1.6 FlashMinistral 14B
Inputs & features60%257050
Context window40%243637
Overall100%25/10056/10045/100

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.

Trinity Nano Preview vs Seed 1.6 Flash vs Ministral 14B specifications side by side
SpecificationTrinity Nano PreviewArcee AISeed 1.6 FlashByteDance SeedMinistral 14BMistral AI
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input—$0.022 (best)$0.20
Output—$0.223$0.20 (best)
Cached input—$0.0044—
Blended (3:1)—$0.072 (best)$0.20
Long-context rate—Over 32K: $0.045 / $0.445Same rate
Price source—Official Volcengine Ark APIMedian of 1 providers
Limits
Context window131,072 tokens256,000 tokens262,144 tokens (best)
Max output131,072 tokens32,000 tokens262,144 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoYesYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoYesNo
Tool callingYesYesYes
Structured outputNoYesNo
Availability
WeightsOpenOpenMDW-1.1ProprietaryOpenApache-2.0
API model ID—doubao-seed-1-6-flash-250828—
API providers—2 (best)1
ReleasedDec 1, 2025Aug 28, 2025Dec 2, 2025
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.

  • Trinity Nano Preview—
  • Seed 1.6 Flash$0.668
  • Ministral 14B$2.40
04 — Questions

Which should you choose?

Which is better: Trinity Nano Preview, Seed 1.6 Flash or Ministral 14B?

Seed 1.6 Flash is the better all-round choice, scoring 56/100 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, Trinity Nano Preview, Seed 1.6 Flash or Ministral 14B?

Seed 1.6 Flash is cheaper at $0.022 input / $0.223 output per million tokens (official Volcengine Ark API price). Ministral 14B costs $0.20 input / $0.20 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.072 per million tokens for Seed 1.6 Flash versus $0.20 for Ministral 14B (2.8× 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. Trinity Nano Preview has not been scored yet, Seed 1.6 Flash has not been scored yet and Ministral 14B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Trinity Nano Preview, Seed 1.6 Flash and Ministral 14B 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 1.6 Flash and 131,072 for Trinity Nano Preview. Maximum output per response: Trinity Nano Preview up to 131,072, Seed 1.6 Flash up to 32,000, Ministral 14B up to 262,144 tokens.

Which can read images, PDFs, audio or video?

Trinity Nano Preview accepts text; Seed 1.6 Flash accepts text and images; Ministral 14B accepts text and images. Seed 1.6 Flash handles the widest range of inputs.

Are any of these open source?

Trinity Nano Preview and Ministral 14B publishes its weights (OpenMDW-1.1 and Apache-2.0) and can be self-hosted; Seed 1.6 Flash is proprietary.

Which is newer?

Ministral 14B is the newest, released Dec 2, 2025. Trinity Nano Preview came out Dec 1, 2025; Seed 1.6 Flash came out Aug 28, 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.