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Comparison · 2 models · Updated Oct 4, 2026

Aya Expanse 8B vs Qwen-VL OCR

Qwen-VL OCR comes out ahead, 15 to 0 on our weighted score, and it is the cheaper option too.

  1. Cohere

    Aya Expanse 8B

    Released Oct 24, 2024

    0/100
    • ECI—
    • Price—
    • Context8K
  2. Our pick

    Alibaba (Qwen)

    Qwen-VL OCR

    Released Oct 28, 2024

    15/100
    • ECI—
    • Price$0.72 / $0.72
    • Context34K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Qwen-VL OCR is our pick

Qwen-VL OCR is the better all-round choice, scoring 15/100 against Aya Expanse 8B (0). It leads on inputs & features. The score weighs inputs & features 60%, context window 40%. 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 priceQwen-VL OCRQwen-VL OCR $0.72 per 1M tokens (3:1 blend) · Aya Expanse 8B unpriced
  • Longest contextQwen-VL OCRQwen-VL OCR 34,096 · Aya Expanse 8B 8,000 tokens
  • Widest inputsQwen-VL OCRAya Expanse 8B: Text · Qwen-VL OCR: Text, Images
  • Self-hostingAya Expanse 8BPublishes downloadable weights (CC-BY-NC-4.0)
How the score is built
MeasureWeightAya Expanse 8BQwen-VL OCR
Inputs & features60%025
Context window40%01
Overall100%0/10015/100

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

Aya Expanse 8B vs Qwen-VL OCR specifications side by side
SpecificationAya Expanse 8BCohereQwen-VL OCRAlibaba (Qwen)
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input—$0.72
Output—$0.72
Cached input——
Blended (3:1)—$0.72
Long-context rate—Same rate
Price source—Official Alibaba API
Limits
Context window8,000 tokens34,096 tokens (best)
Max output4,000 tokens4,096 tokens (best)
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoNo
Tool callingNoNo
Structured outputNoNo
Availability
WeightsOpenCC-BY-NC-4.0Proprietary
API model ID—qwen-vl-ocr
API providers—1
ReleasedOct 24, 2024Oct 28, 2024
Knowledge cutoff—Apr 2024
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.

  • Aya Expanse 8B—
  • Qwen-VL OCR$8.64
04 — Questions

Which should you choose?

Which is better: Aya Expanse 8B or Qwen-VL OCR?

Qwen-VL OCR is the better all-round choice, scoring 15/100 against Aya Expanse 8B (0). It leads on inputs & features. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Aya Expanse 8B or Qwen-VL OCR?

Qwen-VL OCR is cheaper at $0.72 input / $0.72 output per million tokens (official Alibaba API price). . At a typical mix of three input tokens to one output token, that is $0.72 per million tokens for Qwen-VL OCR versus . Aya Expanse 8B has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Aya Expanse 8B has not been scored yet and Qwen-VL OCR has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Aya Expanse 8B and Qwen-VL OCR yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Aya Expanse 8B and Qwen-VL OCR does not support tool calling, which most coding agents need.

Which has the bigger context window?

Qwen-VL OCR has the largest context window at 34,096 tokens, against 8,000 for Aya Expanse 8B. Maximum output per response: Aya Expanse 8B up to 4,000, Qwen-VL OCR up to 4,096 tokens.

Which can read images, PDFs, audio or video?

Aya Expanse 8B accepts text; Qwen-VL OCR accepts text and images. Qwen-VL OCR handles the widest range of inputs.

Are any of these open source?

Aya Expanse 8B publishes its weights (CC-BY-NC-4.0) and can be self-hosted; Qwen-VL OCR is proprietary.

Which is newer?

Qwen-VL OCR is the newest, released Oct 28, 2024. Aya Expanse 8B came out Oct 24, 2024. Knowledge cutoff: Qwen-VL OCR Apr 2024.

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.