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Comparison · 2 models · Updated Oct 4, 2026

QVQ Max vs Qwen3-Next 80B-A3B Instruct

Too close to call on our weighted score (QVQ Max 40, Qwen3-Next 80B-A3B Instruct 39). The right pick depends on what you value most.

  1. Alibaba (Qwen)

    QVQ Max

    Released Mar 25, 2025

    40/100
    • ECI—
    • Price$1.20 / $4.80
    • Context131K
  2. Alibaba (Qwen)

    Qwen3-Next 80B-A3B Instruct

    Released Sep 2025

    39/100
    • ECI—
    • Price$0.50 / $2.00
    • Context131K
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    Make it a three-way comparison.

01 — Verdict

Too close to call

It is close. Our weighted score puts them within 2 points (QVQ Max 40/100, Qwen3-Next 80B-A3B Instruct 39/100), so choose by what matters most for your work: Qwen3-Next 80B-A3B Instruct 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 priceQwen3-Next 80B-A3B InstructQwen3-Next 80B-A3B Instruct $0.875 · QVQ Max $2.10 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameQVQ Max 131,072 · Qwen3-Next 80B-A3B Instruct 131,072 tokens
  • Widest inputsQVQ MaxQVQ Max: Text, Images · Qwen3-Next 80B-A3B Instruct: Text
  • Self-hostingQwen3-Next 80B-A3B InstructPublishes downloadable weights
How the score is built
MeasureWeightQVQ MaxQwen3-Next 80B-A3B Instruct
Price50%3553
Inputs & features30%6025
Context window20%2424
Overall100%40/10039/100

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.

QVQ Max vs Qwen3-Next 80B-A3B Instruct specifications side by side
SpecificationQVQ MaxAlibaba (Qwen)Qwen3-Next 80B-A3B InstructAlibaba (Qwen)
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$1.20$0.50 (best)
Output$4.80$2.00 (best)
Cached input——
Blended (3:1)$2.10$0.875 (best)
Long-context rateSame rateSame rate
Price sourceOfficial Alibaba APIOfficial Alibaba API
Limits
Context window131,072 tokens131,072 tokens
Max output8,192 tokens32,768 tokens (best)
Inputs and features
TextYesYes
ImagesYesNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYesNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsProprietaryOpen
API model IDqvq-maxqwen3-next-80b-a3b-instruct
API providers113 (best)
ReleasedMar 25, 2025Sep 2025
Knowledge cutoffApr 2024Apr 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.

  • QVQ Max$21.60
  • Qwen3-Next 80B-A3B Instruct$9.00
04 — Questions

Which should you choose?

Which is better: QVQ Max or Qwen3-Next 80B-A3B Instruct?

It is close. Our weighted score puts them within 2 points (QVQ Max 40/100, Qwen3-Next 80B-A3B Instruct 39/100), so choose by what matters most for your work: Qwen3-Next 80B-A3B Instruct 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, QVQ Max or Qwen3-Next 80B-A3B Instruct?

Qwen3-Next 80B-A3B Instruct is cheaper at $0.50 input / $2.00 output per million tokens (official Alibaba API price). QVQ Max costs $1.20 input / $4.80 output per million tokens (official Alibaba API price). At a typical mix of three input tokens to one output token, that is $0.875 per million tokens for Qwen3-Next 80B-A3B Instruct versus $2.10 for QVQ Max (2.4× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. QVQ Max has not been scored yet and Qwen3-Next 80B-A3B Instruct has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for QVQ Max and Qwen3-Next 80B-A3B Instruct yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

QVQ Max and Qwen3-Next 80B-A3B Instruct share the same 131,072-token context window. Maximum output per response: QVQ Max up to 8,192, Qwen3-Next 80B-A3B Instruct up to 32,768 tokens.

Which can read images, PDFs, audio or video?

QVQ Max accepts text and images; Qwen3-Next 80B-A3B Instruct accepts text. QVQ Max handles the widest range of inputs.

Are any of these open source?

Qwen3-Next 80B-A3B Instruct publishes its weights and can be self-hosted; QVQ Max is proprietary.

Which is newer?

Qwen3-Next 80B-A3B Instruct is the newest, released Sep 2025. QVQ Max came out Mar 25, 2025. Knowledge cutoff: QVQ Max Apr 2024, Qwen3-Next 80B-A3B Instruct Apr 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.