ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Devstral Medium vs GLM-4.5V vs Qwen Flash

Qwen Flash comes out ahead, 68 to 49 and 39 on our weighted score, and it is the cheaper option too.

  1. Mistral AI

    Devstral Medium

    Released Jul 10, 2025Deprecated

    39/100
    • ECI—
    • Price$0.40 / $2.00
    • Context128K
  2. Z.ai (Zhipu)

    GLM-4.5V

    Released Aug 11, 2025

    49/100
    • ECI—
    • Price$0.60 / $1.80
    • Context64K
  3. Our pick

    Alibaba (Qwen)

    Qwen Flash

    Released Jul 28, 2025

    68/100
    • ECI—
    • Price$0.05 / $0.40
    • Context1M
01 — Verdict

Qwen Flash is our pick

Qwen Flash is the better all-round choice, scoring 68/100 against GLM-4.5V (49) and Devstral Medium (39). It leads on price and context window. GLM-4.5V wins on inputs & features. 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 priceQwen FlashQwen Flash $0.138 · Devstral Medium $0.80 · GLM-4.5V $0.90 per 1M tokens (3:1 blend)
  • Longest contextQwen FlashQwen Flash 1,000,000 · Devstral Medium 128,000 · GLM-4.5V 64,000 tokens
  • Widest inputsGLM-4.5VDevstral Medium: Text · GLM-4.5V: Text, Images, Video · Qwen Flash: Text
  • Self-hostingGLM-4.5VPublishes downloadable weights
How the score is built
MeasureWeightDevstral MediumGLM-4.5VQwen Flash
Price50%545291
Inputs & features30%257035
Context window20%241260
Overall100%39/10049/10068/100

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.

Devstral Medium vs GLM-4.5V vs Qwen Flash specifications side by side
SpecificationDevstral MediumMistral AIGLM-4.5VZ.ai (Zhipu)Qwen FlashAlibaba (Qwen)
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.40$0.60$0.05 (best)
Output$2.00$1.80$0.40 (best)
Cached input———
Blended (3:1)$0.80$0.90$0.138 (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Mistral APIOfficial Z.AI APIOfficial Alibaba API
Limits
Context window128,000 tokens64,000 tokens1,000,000 tokens (best)
Max output128,000 tokens (best)16,384 tokens32,768 tokens
Inputs and features
TextYesYesYes
ImagesNoYesNo
PDFsNoNoNo
AudioNoNoNo
VideoNoYesNo
ReasoningNoYesYes
Tool callingYesYesYes
Structured outputNoNoNo
Availability
WeightsProprietaryOpenProprietary
API model IDdevstral-medium-2507glm-4.5vqwen-flash
API providers211 (best)6
ReleasedJul 10, 2025Aug 11, 2025Jul 28, 2025
Knowledge cutoffMay 2025Apr 2025Apr 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.

  • Devstral Medium$8.00
  • GLM-4.5V$9.60
  • Qwen Flash$1.30
04 — Questions

Which should you choose?

Which is better: Devstral Medium, GLM-4.5V or Qwen Flash?

Qwen Flash is the better all-round choice, scoring 68/100 against GLM-4.5V (49) and Devstral Medium (39). It leads on price and context window. GLM-4.5V wins on inputs & features. 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, Devstral Medium, GLM-4.5V or Qwen Flash?

Qwen Flash is cheaper at $0.05 input / $0.40 output per million tokens (official Alibaba API price). Devstral Medium costs $0.40 input / $2.00 output per million tokens (official Mistral API price); GLM-4.5V costs $0.60 input / $1.80 output per million tokens (official Z.AI API price). At a typical mix of three input tokens to one output token, that is $0.138 per million tokens for Qwen Flash versus $0.80 for Devstral Medium (5.8× as much) and $0.90 for GLM-4.5V (6.5× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Devstral Medium has not been scored yet, GLM-4.5V has not been scored yet and Qwen Flash has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Devstral Medium, GLM-4.5V and Qwen Flash 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?

Qwen Flash has the largest context window at 1,000,000 tokens, against 128,000 for Devstral Medium and 64,000 for GLM-4.5V. Maximum output per response: Devstral Medium up to 128,000, GLM-4.5V up to 16,384, Qwen Flash up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Devstral Medium accepts text; GLM-4.5V accepts text, images and video; Qwen Flash accepts text. GLM-4.5V handles the widest range of inputs.

Are any of these open source?

GLM-4.5V publishes its weights and can be self-hosted; Devstral Medium and Qwen Flash is proprietary.

Which is newer?

GLM-4.5V is the newest, released Aug 11, 2025. Qwen Flash came out Jul 28, 2025; Devstral Medium came out Jul 10, 2025. Knowledge cutoff: Devstral Medium May 2025, GLM-4.5V Apr 2025, Qwen Flash 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.