ZMIME
Comparison · 2 models · Updated Oct 4, 2026

Ling 3.1 Flash vs Qwen 3.8 Max Prime

Ling 3.1 Flash comes out ahead, 65 to 42 on our weighted score, and it is the cheaper option too.

  1. Our pick

    inclusionAI

    Ling 3.1 Flash

    Released Sep 29, 2026

    65/100
    • ECI—
    • Price$0.075 / $0.22
    • Context262K
  2. Alibaba (Qwen)

    Qwen 3.8 Max Prime

    Released Sep 23, 2026

    42/100
    • ECI—
    • Price$4.00 / $12.00
    • Context1M
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Ling 3.1 Flash is our pick

Ling 3.1 Flash is the better all-round choice, scoring 65/100 against Qwen 3.8 Max Prime (42). It leads on price. Qwen 3.8 Max Prime wins on 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 priceLing 3.1 FlashLing 3.1 Flash $0.111 · Qwen 3.8 Max Prime $6.00 per 1M tokens (3:1 blend)
  • Longest contextQwen 3.8 Max PrimeQwen 3.8 Max Prime 1,000,000 · Ling 3.1 Flash 262,144 tokens
  • Widest inputsQwen 3.8 Max PrimeLing 3.1 Flash: Text · Qwen 3.8 Max Prime: Text, Images, Video
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightLing 3.1 FlashQwen 3.8 Max Prime
Price50%9513
Inputs & features30%3580
Context window20%3760
Overall100%65/10042/100

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.

Ling 3.1 Flash vs Qwen 3.8 Max Prime specifications side by side
SpecificationLing 3.1 FlashinclusionAIQwen 3.8 Max PrimeAlibaba (Qwen)
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.075 (best)$4.00
Output$0.22 (best)$12.00
Cached input——
Blended (3:1)$0.111 (best)$6.00
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 4 providers
Limits
Context window262,144 tokens1,000,000 tokens (best)
Max output32,768 tokens131,072 tokens (best)
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoNo
VideoNoYes
ReasoningYesYes
Tool callingYesYes
Structured outputNoYes
Availability
WeightsProprietaryProprietary
API model ID——
API providers34 (best)
ReleasedSep 29, 2026Sep 23, 2026
Knowledge cutoff——
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.

  • Ling 3.1 Flash$1.19
  • Qwen 3.8 Max Prime$64.00
04 — Questions

Which should you choose?

Which is better: Ling 3.1 Flash or Qwen 3.8 Max Prime?

Ling 3.1 Flash is the better all-round choice, scoring 65/100 against Qwen 3.8 Max Prime (42). It leads on price. Qwen 3.8 Max Prime wins on 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, Ling 3.1 Flash or Qwen 3.8 Max Prime?

Ling 3.1 Flash is cheaper at $0.075 input / $0.22 output per million tokens (median across 1 API provider). Qwen 3.8 Max Prime costs $4.00 input / $12.00 output per million tokens (median across 4 API providers). At a typical mix of three input tokens to one output token, that is $0.111 per million tokens for Ling 3.1 Flash versus $6.00 for Qwen 3.8 Max Prime (54× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Ling 3.1 Flash has not been scored yet and Qwen 3.8 Max Prime has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Ling 3.1 Flash and Qwen 3.8 Max Prime 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?

Qwen 3.8 Max Prime has the largest context window at 1,000,000 tokens, against 262,144 for Ling 3.1 Flash. Maximum output per response: Ling 3.1 Flash up to 32,768, Qwen 3.8 Max Prime up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Ling 3.1 Flash accepts text; Qwen 3.8 Max Prime accepts text, images and video. Qwen 3.8 Max Prime handles the widest range of inputs.

Are any of these open source?

No. Ling 3.1 Flash and Qwen 3.8 Max Prime are proprietary and only available through APIs and apps.

Which is newer?

Ling 3.1 Flash is the newest, released Sep 29, 2026. Qwen 3.8 Max Prime came out Sep 23, 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.