ZMIME
Comparison · 3 models · Updated Oct 4, 2026

DeepSeek V4 Flash Vision Exp vs Hy3 vs Qwen3.8 Flash

Qwen3.8 Flash comes out ahead, 76 to 70 and 58 on our weighted score, and it is the cheaper option too.

  1. DeepSeek

    DeepSeek V4 Flash Vision Exp

    Released Aug 21, 2026

    70/100
    • ECI—
    • Price$0.216 / $0.647
    • Context1M
  2. Tencent

    Hy3

    Released Jul 6, 2026

    58/100
    • ECI—
    • Price$0.132 / $0.53
    • Context256K
  3. Our pick

    Alibaba (Qwen)

    Qwen3.8 Flash

    Released Aug 26, 2026

    76/100
    • ECI—
    • Price$0.15 / $0.47
    • Context1M
01 — Verdict

Qwen3.8 Flash is our pick

Qwen3.8 Flash is the better all-round choice, scoring 76/100 against DeepSeek V4 Flash Vision Exp (70) and Hy3 (58). It leads 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 priceQwen3.8 FlashQwen3.8 Flash $0.23 · Hy3 $0.232 · DeepSeek V4 Flash Vision Exp $0.323 per 1M tokens (3:1 blend)
  • Longest contextDeepSeek V4 Flash Vision Exp and Qwen3.8 FlashDeepSeek V4 Flash Vision Exp 1,000,000 · Qwen3.8 Flash 1,000,000 · Hy3 256,000 tokens
  • Widest inputsQwen3.8 FlashDeepSeek V4 Flash Vision Exp: Text, Images · Hy3: Text · Qwen3.8 Flash: Text, Images, Video
  • Self-hostingDeepSeek V4 Flash Vision Exp and Hy3Publishes downloadable weights (MIT)
How the score is built
MeasureWeightDeepSeek V4 Flash Vision ExpHy3Qwen3.8 Flash
Price50%738080
Inputs & features30%703580
Context window20%603660
Overall100%70/10058/10076/100

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.

DeepSeek V4 Flash Vision Exp vs Hy3 vs Qwen3.8 Flash specifications side by side
SpecificationDeepSeek V4 Flash Vision ExpDeepSeekHy3TencentQwen3.8 FlashAlibaba (Qwen)
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.216$0.132 (best)$0.15
Output$0.647$0.53$0.47 (best)
Cached input——$0.016
Blended (3:1)$0.323$0.232$0.23 (best)
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 15 providersMedian of 15 providersOfficial Alibaba API
Limits
Context window1,000,000 tokens (best)256,000 tokens1,000,000 tokens (best)
Max output384,000 tokens (best)128,000 tokens131,072 tokens
Inputs and features
TextYesYesYes
ImagesYesNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoYes
ReasoningYesYeshighYeslow · medium · xhigh
Tool callingYesYesYes
Structured outputYesNoYes
Availability
WeightsOpenMITOpenProprietary
API model ID—hy3qwen3.8-flash
API providers151823 (best)
ReleasedAug 21, 2026Jul 6, 2026Aug 26, 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.

  • DeepSeek V4 Flash Vision Exp$3.45
  • Hy3$2.38
  • Qwen3.8 Flash$2.44
04 — Questions

Which should you choose?

Which is better: DeepSeek V4 Flash Vision Exp, Hy3 or Qwen3.8 Flash?

Qwen3.8 Flash is the better all-round choice, scoring 76/100 against DeepSeek V4 Flash Vision Exp (70) and Hy3 (58). It leads 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, DeepSeek V4 Flash Vision Exp, Hy3 or Qwen3.8 Flash?

Qwen3.8 Flash is cheaper at $0.15 input / $0.47 output per million tokens (official Alibaba API price). Hy3 costs $0.132 input / $0.53 output per million tokens (median across 15 API providers; free on Tencent TokenHub); DeepSeek V4 Flash Vision Exp costs $0.216 input / $0.647 output per million tokens (median across 15 API providers). At a typical mix of three input tokens to one output token, that is $0.23 per million tokens for Qwen3.8 Flash versus $0.232 for Hy3 (1× as much) and $0.323 for DeepSeek V4 Flash Vision Exp (1.4× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. DeepSeek V4 Flash Vision Exp has not been scored yet, Hy3 has not been scored yet and Qwen3.8 Flash has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for DeepSeek V4 Flash Vision Exp, Hy3 and Qwen3.8 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?

DeepSeek V4 Flash Vision Exp and Qwen3.8 Flash have the largest context windows (1,000,000 and 1,000,000 tokens), against 256,000 for Hy3. Maximum output per response: DeepSeek V4 Flash Vision Exp up to 384,000, Hy3 up to 128,000, Qwen3.8 Flash up to 131,072 tokens.

Which can read images, PDFs, audio or video?

DeepSeek V4 Flash Vision Exp accepts text and images; Hy3 accepts text; Qwen3.8 Flash accepts text, images and video. Qwen3.8 Flash handles the widest range of inputs.

Are any of these open source?

DeepSeek V4 Flash Vision Exp and Hy3 publishes its weights (MIT) and can be self-hosted; Qwen3.8 Flash is proprietary.

Which is newer?

Qwen3.8 Flash is the newest, released Aug 26, 2026. DeepSeek V4 Flash Vision Exp came out Aug 21, 2026; Hy3 came out Jul 6, 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.