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Comparison · 3 models · Updated Oct 4, 2026

MiMo-V2.6-Flash vs Qwen3.8 Flash Next vs Viv Fast

MiMo-V2.6-Flash comes out ahead, 79 to 75 and 70 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Xiaomi

    MiMo-V2.6-Flash

    Released Sep 22, 2026

    79/100
    • ECI—
    • Price$0.14 / $0.28
    • Context1.05M
  2. Alibaba (Qwen)

    Qwen3.8 Flash Next

    Released Aug 27, 2026

    70/100
    • ECI—
    • Price$0.20 / $0.50
    • Context262K
  3. Vivgrid

    Viv Fast

    Released Sep 21, 2026

    75/100
    • ECI—
    • Price$0.13 / $0.40
    • Context1M
01 — Verdict

MiMo-V2.6-Flash is our pick

MiMo-V2.6-Flash is the better all-round choice, scoring 79/100 against Viv Fast (75) and Qwen3.8 Flash Next (70). It leads on price. 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 priceMiMo-V2.6-FlashMiMo-V2.6-Flash $0.175 · Viv Fast $0.198 · Qwen3.8 Flash Next $0.275 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.6-FlashMiMo-V2.6-Flash 1,048,576 · Viv Fast 1,000,000 · Qwen3.8 Flash Next 262,144 tokens
  • Widest inputsMiMo-V2.6-FlashMiMo-V2.6-Flash: Text, Images, Audio, Video · Qwen3.8 Flash Next: Text, Images, Video · Viv Fast: Text, Images
  • Self-hostingMiMo-V2.6-Flash and Qwen3.8 Flash NextPublishes downloadable weights (qwen-community-1.0)
How the score is built
MeasureWeightMiMo-V2.6-FlashQwen3.8 Flash NextViv Fast
Price50%867683
Inputs & features30%808070
Context window20%613760
Overall100%79/10070/10075/100

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.

MiMo-V2.6-Flash vs Qwen3.8 Flash Next vs Viv Fast specifications side by side
SpecificationMiMo-V2.6-FlashXiaomiQwen3.8 Flash NextAlibaba (Qwen)Viv FastVivgrid
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.14$0.20$0.13 (best)
Output$0.28 (best)$0.50$0.40
Cached input$0.0028 (best)—$0.05
Blended (3:1)$0.175 (best)$0.275$0.198
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Xiaomi APIMedian of 5 providersOfficial Vivgrid API
Limits
Context window1,048,576 tokens (best)262,144 tokens1,000,000 tokens
Max output131,072 tokens131,072 tokens256,000 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesYesYes
PDFsNoNoNo
AudioYesNoNo
VideoYesYesNo
ReasoningYesYesYeslow · high · max
Tool callingYesYesYes
Structured outputNoYesYes
Availability
WeightsOpenOpenqwen-community-1.0Proprietary
API model IDmimo-v2.6-flash—viv-fast
API providers18 (best)51
ReleasedSep 22, 2026Aug 27, 2026Sep 21, 2026
Knowledge cutoff——Sep 2026
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.

  • MiMo-V2.6-Flash$1.96
  • Qwen3.8 Flash Next$3.00
  • Viv Fast$2.10
04 — Questions

Which should you choose?

Which is better: MiMo-V2.6-Flash, Qwen3.8 Flash Next or Viv Fast?

MiMo-V2.6-Flash is the better all-round choice, scoring 79/100 against Viv Fast (75) and Qwen3.8 Flash Next (70). It leads on price. 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, MiMo-V2.6-Flash, Qwen3.8 Flash Next or Viv Fast?

MiMo-V2.6-Flash is cheaper at $0.14 input / $0.28 output per million tokens (official Xiaomi API price). Viv Fast costs $0.13 input / $0.40 output per million tokens (official Vivgrid API price); Qwen3.8 Flash Next costs $0.20 input / $0.50 output per million tokens (median across 5 API providers). At a typical mix of three input tokens to one output token, that is $0.175 per million tokens for MiMo-V2.6-Flash versus $0.198 for Viv Fast (1.1× as much) and $0.275 for Qwen3.8 Flash Next (1.6× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. MiMo-V2.6-Flash has not been scored yet, Qwen3.8 Flash Next has not been scored yet and Viv Fast has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for MiMo-V2.6-Flash, Qwen3.8 Flash Next and Viv Fast 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?

MiMo-V2.6-Flash has the largest context window at 1,048,576 tokens, against 1,000,000 for Viv Fast and 262,144 for Qwen3.8 Flash Next. Maximum output per response: MiMo-V2.6-Flash up to 131,072, Qwen3.8 Flash Next up to 131,072, Viv Fast up to 256,000 tokens.

Which can read images, PDFs, audio or video?

MiMo-V2.6-Flash accepts text, images, audio and video; Qwen3.8 Flash Next accepts text, images and video; Viv Fast accepts text and images. MiMo-V2.6-Flash handles the widest range of inputs.

Are any of these open source?

MiMo-V2.6-Flash and Qwen3.8 Flash Next publishes its weights (qwen-community-1.0) and can be self-hosted; Viv Fast is proprietary.

Which is newer?

MiMo-V2.6-Flash is the newest, released Sep 22, 2026. Viv Fast came out Sep 21, 2026; Qwen3.8 Flash Next came out Aug 27, 2026. Knowledge cutoff: Viv Fast Sep 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.