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Comparison · 3 models · Updated Nov 2, 2026

Trinity Mini vs Gemini 2.5 Flash vs Qwen3 VL Flash (Alibaba Cloud)

Qwen3 VL Flash (Alibaba Cloud) comes out ahead, 72 to 68 and 65 on our weighted score, and it is the cheaper option too.

  1. Arcee AI

    Trinity Mini

    Released Dec 1, 2025

    65/100
    • ECI—
    • Price$0.045 / $0.15
    • Context131K
    Full specs Remove Trinity Mini

  2. Google

    Gemini 2.5 Flash

    Released Jun 17, 2025

    68/100
    • ECI140.6
    • Price$0.30 / $2.50
    • Context1.05M
    Full specs Remove Gemini 2.5 Flash
  3. Our pick

    Alibaba (Qwen)

    Qwen3 VL Flash (Alibaba Cloud)

    Released Oct 15, 2025

    72/100
    • ECI—
    • Price$0.022 / $0.215
    • Context262K
    Full specs Remove Qwen3 VL Flash (Alibaba Cloud)
01 — Verdict

Qwen3 VL Flash (Alibaba Cloud) is our pick

Qwen3 VL Flash (Alibaba Cloud) is the better all-round choice, scoring 72/100 against Gemini 2.5 Flash (68) and Trinity Mini (65). Gemini 2.5 Flash wins 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 priceQwen3 VL Flash (Alibaba Cloud)Qwen3 VL Flash (Alibaba Cloud) $0.07 · Trinity Mini $0.071 · Gemini 2.5 Flash $0.85 per 1M tokens (3:1 blend)
  • Longest contextGemini 2.5 FlashGemini 2.5 Flash 1,048,576 · Qwen3 VL Flash (Alibaba Cloud) 262,144 · Trinity Mini 131,072 tokens
  • Widest inputsGemini 2.5 FlashTrinity Mini: Text · Gemini 2.5 Flash: Text, Images, PDFs, Audio, Video · Qwen3 VL Flash (Alibaba Cloud): Text, Images
  • Self-hostingTrinity MiniPublishes downloadable weights (OpenMDW-1.1)
How the score is built
MeasureWeightTrinity MiniGemini 2.5 FlashQwen3 VL Flash (Alibaba Cloud)
Price50%10051100
Inputs & features30%3510050
Context window20%256137
Overall100%65/10068/10072/100

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.

Trinity Mini vs Gemini 2.5 Flash vs Qwen3 VL Flash (Alibaba Cloud) specifications side by side
SpecificationTrinity MiniArcee AIGemini 2.5 FlashGoogleQwen3 VL Flash (Alibaba Cloud)Alibaba (Qwen)
Capability
Capabilities Index (ECI)—140.6—
ECI rank—#110 of 165—
Price per million tokens
Input$0.045$0.30$0.022 (best)
Output$0.15 (best)$2.50$0.215
Cached input—$0.03—
Blended (3:1)$0.071$0.85$0.07 (best)
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 1 providersOfficial Google APIMedian of 1 providers
Limits
Context window131,072 tokens1,048,576 tokens (best)262,144 tokens
Max output131,072 tokens (best)65,536 tokens32,768 tokens
Inputs and features
TextYesYesYes
ImagesNoYesYes
PDFsNoYesNo
AudioNoYesNo
VideoNoYesNo
ReasoningYesYesNo
Tool callingYesYesYes
Structured outputNoYesNo
Availability
WeightsOpenOpenMDW-1.1ProprietaryProprietary
API model ID—gemini-2.5-flash—
API providers132 (best)1
ReleasedDec 1, 2025Jun 17, 2025Oct 15, 2025
Knowledge cutoff—Jan 2025—
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 Mini$0.75
  • Gemini 2.5 Flash$8.00
  • Qwen3 VL Flash (Alibaba Cloud)$0.65
04 — Questions

Which should you choose?

Which is better: Trinity Mini, Gemini 2.5 Flash or Qwen3 VL Flash (Alibaba Cloud)?

Qwen3 VL Flash (Alibaba Cloud) is the better all-round choice, scoring 72/100 against Gemini 2.5 Flash (68) and Trinity Mini (65). Gemini 2.5 Flash wins 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, Trinity Mini, Gemini 2.5 Flash or Qwen3 VL Flash (Alibaba Cloud)?

Qwen3 VL Flash (Alibaba Cloud) is cheaper at $0.022 input / $0.215 output per million tokens (median across 1 API provider). Trinity Mini costs $0.045 input / $0.15 output per million tokens (median across 1 API provider); Gemini 2.5 Flash costs $0.30 input / $2.50 output per million tokens (official Google API price). At a typical mix of three input tokens to one output token, that is $0.07 per million tokens for Qwen3 VL Flash (Alibaba Cloud) versus $0.071 for Trinity Mini (1× as much) and $0.85 for Gemini 2.5 Flash (12× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Trinity Mini has not been scored yet, Gemini 2.5 Flash has an ECI of 140.6 and Qwen3 VL Flash (Alibaba Cloud) has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Trinity Mini, Gemini 2.5 Flash and Qwen3 VL Flash (Alibaba Cloud) 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?

Gemini 2.5 Flash has the largest context window at 1,048,576 tokens, against 262,144 for Qwen3 VL Flash (Alibaba Cloud) and 131,072 for Trinity Mini. Maximum output per response: Trinity Mini up to 131,072, Gemini 2.5 Flash up to 65,536, Qwen3 VL Flash (Alibaba Cloud) up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Trinity Mini accepts text; Gemini 2.5 Flash accepts text, images, PDFs, audio and video; Qwen3 VL Flash (Alibaba Cloud) accepts text and images. Gemini 2.5 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; Gemini 2.5 Flash and Qwen3 VL Flash (Alibaba Cloud) is proprietary.

Which is newer?

Trinity Mini is the newest, released Dec 1, 2025. Qwen3 VL Flash (Alibaba Cloud) came out Oct 15, 2025; Gemini 2.5 Flash came out Jun 17, 2025. Knowledge cutoff: Gemini 2.5 Flash Jan 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 Nov 2, 2026.

05 — Keep comparing

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