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Comparison · 2 models · Updated Nov 2, 2026

Apertus 8B vs Qwen3 VL Flash (Alibaba Cloud)

Qwen3 VL Flash (Alibaba Cloud) comes out ahead, 72 to 54 on our weighted score, and it is the cheaper option too.

  1. Swiss AI

    Apertus 8B

    Released Sep 2, 2025

    54/100
    • ECI—
    • Price$0.10 / $0.20
    • Context66K
  2. Our pick

    Alibaba (Qwen)

    Qwen3 VL Flash (Alibaba Cloud)

    Released Oct 15, 2025

    72/100
    • ECI—
    • Price$0.022 / $0.215
    • Context262K
  3. Add a model

    Make it a three-way comparison.

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 Apertus 8B (54). It leads on price, 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 · Apertus 8B $0.125 per 1M tokens (3:1 blend)
  • Longest contextQwen3 VL Flash (Alibaba Cloud)Qwen3 VL Flash (Alibaba Cloud) 262,144 · Apertus 8B 65,536 tokens
  • Widest inputsQwen3 VL Flash (Alibaba Cloud)Apertus 8B: Text · Qwen3 VL Flash (Alibaba Cloud): Text, Images
  • Self-hostingApertus 8BPublishes downloadable weights (Apache-2.0)
How the score is built
MeasureWeightApertus 8BQwen3 VL Flash (Alibaba Cloud)
Price50%89100
Inputs & features30%2550
Context window20%1237
Overall100%54/10072/100

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.

Apertus 8B vs Qwen3 VL Flash (Alibaba Cloud) specifications side by side
SpecificationApertus 8BSwiss AIQwen3 VL Flash (Alibaba Cloud)Alibaba (Qwen)
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.10$0.022 (best)
Output$0.20 (best)$0.215
Cached input——
Blended (3:1)$0.125$0.07 (best)
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 1 providers
Limits
Context window65,536 tokens262,144 tokens (best)
Max output8,192 tokens32,768 tokens (best)
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsOpenApache-2.0Proprietary
API model ID——
API providers11
ReleasedSep 2, 2025Oct 15, 2025
Knowledge cutoffSep 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.

  • Apertus 8B$1.40
  • Qwen3 VL Flash (Alibaba Cloud)$0.65
04 — Questions

Which should you choose?

Which is better: Apertus 8B or Qwen3 VL Flash (Alibaba Cloud)?

Qwen3 VL Flash (Alibaba Cloud) is the better all-round choice, scoring 72/100 against Apertus 8B (54). It leads on price, 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, Apertus 8B 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). Apertus 8B costs $0.10 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 $0.07 per million tokens for Qwen3 VL Flash (Alibaba Cloud) versus $0.125 for Apertus 8B (1.8× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Apertus 8B has not been scored yet 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 Apertus 8B 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. Both support tool calling for agent workflows.

Which has the bigger context window?

Qwen3 VL Flash (Alibaba Cloud) has the largest context window at 262,144 tokens, against 65,536 for Apertus 8B. Maximum output per response: Apertus 8B up to 8,192, Qwen3 VL Flash (Alibaba Cloud) up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Apertus 8B accepts text; Qwen3 VL Flash (Alibaba Cloud) accepts text and images. Qwen3 VL Flash (Alibaba Cloud) handles the widest range of inputs.

Are any of these open source?

Apertus 8B publishes its weights (Apache-2.0) and can be self-hosted; Qwen3 VL Flash (Alibaba Cloud) is proprietary.

Which is newer?

Qwen3 VL Flash (Alibaba Cloud) is the newest, released Oct 15, 2025. Apertus 8B came out Sep 2, 2025. Knowledge cutoff: Apertus 8B Sep 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.