ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Mercury Edit 2 vs Seed 1.6 Flash vs Trinity Mini

Seed 1.6 Flash comes out ahead, 78 to 65 and 35 on our weighted score.

  1. Inception

    Mercury Edit 2

    Released Mar 30, 2026

    35/100
    • ECI—
    • Price$0.25 / $0.75
    • Context32K
  2. Our pick

    ByteDance Seed

    Seed 1.6 Flash

    Released Aug 28, 2025

    78/100
    • ECI—
    • Price$0.022 / $0.223
    • Context256K
  3. Arcee AI

    Trinity Mini

    Released Dec 1, 2025

    65/100
    • ECI—
    • Price$0.045 / $0.15
    • Context131K
01 — Verdict

Seed 1.6 Flash is our pick

Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Trinity Mini (65) and Mercury Edit 2 (35). It leads on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. 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 priceTrinity MiniTrinity Mini $0.071 · Seed 1.6 Flash $0.072 · Mercury Edit 2 $0.375 per 1M tokens (3:1 blend)
  • Longest contextSeed 1.6 FlashSeed 1.6 Flash 256,000 · Trinity Mini 131,072 · Mercury Edit 2 32,000 tokens
  • Widest inputsSeed 1.6 FlashMercury Edit 2: Text · Seed 1.6 Flash: Text, Images · Trinity Mini: Text
  • Self-hostingTrinity MiniPublishes downloadable weights (OpenMDW-1.1)
How the score is built
MeasureWeightMercury Edit 2Seed 1.6 FlashTrinity Mini
Price50%70100100
Inputs & features30%07035
Context window20%03624
Overall100%35/10078/10065/100

Left out because at least one model lacks the data: capability. 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.

Mercury Edit 2 vs Seed 1.6 Flash vs Trinity Mini specifications side by side
SpecificationMercury Edit 2InceptionSeed 1.6 FlashByteDance SeedTrinity MiniArcee AI
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.25$0.022 (best)$0.045
Output$0.75$0.223$0.15 (best)
Cached input$0.025$0.0044 (best)—
Blended (3:1)$0.375$0.072$0.071 (best)
Long-context rateSame rateOver 32K: $0.045 / $0.445Same rate
Price sourceOfficial Inception APIOfficial Volcengine Ark APIMedian of 1 providers
Limits
Context window32,000 tokens256,000 tokens (best)131,072 tokens
Max output8,192 tokens32,000 tokens131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoYesNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoYesYes
Tool callingNoYesYes
Structured outputNoYesNo
Availability
WeightsProprietaryProprietaryOpenOpenMDW-1.1
API model IDmercury-edit-2doubao-seed-1-6-flash-250828—
API providers12 (best)1
ReleasedMar 30, 2026Aug 28, 2025Dec 1, 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.

  • Mercury Edit 2$4.00
  • Seed 1.6 Flash$0.668
  • Trinity Mini$0.75
04 — Questions

Which should you choose?

Which is better: Mercury Edit 2, Seed 1.6 Flash or Trinity Mini?

Seed 1.6 Flash is the better all-round choice, scoring 78/100 against Trinity Mini (65) and Mercury Edit 2 (35). It leads on inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Mercury Edit 2, Seed 1.6 Flash or Trinity Mini?

Trinity Mini is cheaper at $0.045 input / $0.15 output per million tokens (median across 1 API provider). Seed 1.6 Flash costs $0.022 input / $0.223 output per million tokens (official Volcengine Ark API price); Mercury Edit 2 costs $0.25 input / $0.75 output per million tokens (official Inception API price). At a typical mix of three input tokens to one output token, that is $0.071 per million tokens for Trinity Mini versus $0.072 for Seed 1.6 Flash (1× as much) and $0.375 for Mercury Edit 2 (5.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Mercury Edit 2 has not been scored yet, Seed 1.6 Flash has not been scored yet and Trinity Mini has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Mercury Edit 2, Seed 1.6 Flash and Trinity Mini yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Mercury Edit 2 does not support tool calling, which most coding agents need.

Which has the bigger context window?

Seed 1.6 Flash has the largest context window at 256,000 tokens, against 131,072 for Trinity Mini and 32,000 for Mercury Edit 2. Maximum output per response: Mercury Edit 2 up to 8,192, Seed 1.6 Flash up to 32,000, Trinity Mini up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Mercury Edit 2 accepts text; Seed 1.6 Flash accepts text and images; Trinity Mini accepts text. Seed 1.6 Flash handles the widest range of inputs.

Are any of these open source?

Trinity Mini publishes its weights (OpenMDW-1.1) and can be self-hosted; Mercury Edit 2 and Seed 1.6 Flash is proprietary.

Which is newer?

Mercury Edit 2 is the newest, released Mar 30, 2026. Trinity Mini 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.