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Comparison · 3 models · Updated Nov 2, 2026

ERNIE 4.5 VL 424B A47B vs Qwen3 VL 235B A22B Instruct vs Qwen3 Coder Flash

Too close to call on our weighted score (Qwen3 Coder Flash 51, Qwen3 VL 235B A22B Instruct 49, ERNIE 4.5 VL 424B A47B 44). The right pick depends on what you value most.

  1. Baidu

    ERNIE 4.5 VL 424B A47B

    Released Jun 30, 2025

    44/100
    • ECI—
    • Price$0.42 / $1.25
    • Context123K
    Full specs Remove ERNIE 4.5 VL 424B A47B

  2. Alibaba (Qwen)

    Qwen3 VL 235B A22B Instruct

    Released Sep 23, 2025

    49/100
    • ECI—
    • Price$0.30 / $1.55
    • Context131K
    Full specs Remove Qwen3 VL 235B A22B Instruct

  3. Alibaba (Qwen)

    Qwen3 Coder Flash

    Released Jul 28, 2025

    51/100
    • ECI—
    • Price$0.30 / $1.50
    • Context1M
    Full specs Remove Qwen3 Coder Flash
01 — Verdict

Too close to call

It is close. Our weighted score puts them within 3 points (Qwen3 Coder Flash 51/100, Qwen3 VL 235B A22B Instruct 49/100, ERNIE 4.5 VL 424B A47B 44/100), so choose by what matters most for your work: Qwen3 Coder Flash on price and Qwen3 Coder Flash for long inputs. 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 Coder FlashQwen3 Coder Flash $0.60 · Qwen3 VL 235B A22B Instruct $0.613 · ERNIE 4.5 VL 424B A47B $0.627 per 1M tokens (3:1 blend)
  • Longest contextQwen3 Coder FlashQwen3 Coder Flash 1,000,000 · Qwen3 VL 235B A22B Instruct 131,072 · ERNIE 4.5 VL 424B A47B 123,000 tokens
  • Widest inputsERNIE 4.5 VL 424B A47B and Qwen3 VL 235B A22B InstructERNIE 4.5 VL 424B A47B : Text, Images · Qwen3 VL 235B A22B Instruct: Text, Images · Qwen3 Coder Flash: Text
  • Self-hostingERNIE 4.5 VL 424B A47B and Qwen3 VL 235B A22B InstructPublishes downloadable weights
How the score is built
MeasureWeightERNIE 4.5 VL 424B A47B Qwen3 VL 235B A22B InstructQwen3 Coder Flash
Price50%575758
Inputs & features30%355035
Context window20%232560
Overall100%44/10049/10051/100

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.

ERNIE 4.5 VL 424B A47B vs Qwen3 VL 235B A22B Instruct vs Qwen3 Coder Flash specifications side by side
SpecificationERNIE 4.5 VL 424B A47B BaiduQwen3 VL 235B A22B InstructAlibaba (Qwen)Qwen3 Coder FlashAlibaba (Qwen)
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.42$0.30 (best)$0.30 (best)
Output$1.25 (best)$1.55$1.50
Cached input——$0.06
Blended (3:1)$0.627$0.613$0.60 (best)
Long-context rateSame rateSame rateOver 32K: $0.50 / $2.50
Price sourceMedian of 1 providersMedian of 16 providersOfficial Alibaba API
Limits
Context window123,000 tokens131,072 tokens1,000,000 tokens (best)
Max output16,000 tokens32,768 tokens65,536 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesYesNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesNoNo
Tool callingNoYesYes
Structured outputNoNoYes
Availability
WeightsOpenOpenProprietary
API model ID——qwen3-coder-flash
API providers116 (best)10
ReleasedJun 30, 2025Sep 23, 2025Jul 28, 2025
Knowledge cutoffMar 31, 2025Mar 31, 2025Apr 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.

  • ERNIE 4.5 VL 424B A47B $6.70
  • Qwen3 VL 235B A22B Instruct$6.10
  • Qwen3 Coder Flash$6.00
04 — Questions

Which should you choose?

Which is better: ERNIE 4.5 VL 424B A47B , Qwen3 VL 235B A22B Instruct or Qwen3 Coder Flash?

It is close. Our weighted score puts them within 3 points (Qwen3 Coder Flash 51/100, Qwen3 VL 235B A22B Instruct 49/100, ERNIE 4.5 VL 424B A47B 44/100), so choose by what matters most for your work: Qwen3 Coder Flash on price and Qwen3 Coder Flash for long inputs. 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, ERNIE 4.5 VL 424B A47B , Qwen3 VL 235B A22B Instruct or Qwen3 Coder Flash?

Qwen3 Coder Flash is cheaper at $0.30 input / $1.50 output per million tokens (official Alibaba API price). Qwen3 VL 235B A22B Instruct costs $0.30 input / $1.55 output per million tokens (median across 16 API providers); ERNIE 4.5 VL 424B A47B costs $0.42 input / $1.25 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.60 per million tokens for Qwen3 Coder Flash versus $0.613 for Qwen3 VL 235B A22B Instruct (1× as much) and $0.627 for ERNIE 4.5 VL 424B A47B (1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. ERNIE 4.5 VL 424B A47B has not been scored yet, Qwen3 VL 235B A22B Instruct has not been scored yet and Qwen3 Coder Flash has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for ERNIE 4.5 VL 424B A47B , Qwen3 VL 235B A22B Instruct and Qwen3 Coder Flash yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that ERNIE 4.5 VL 424B A47B does not support tool calling, which most coding agents need.

Which has the bigger context window?

Qwen3 Coder Flash has the largest context window at 1,000,000 tokens, against 131,072 for Qwen3 VL 235B A22B Instruct and 123,000 for ERNIE 4.5 VL 424B A47B . Maximum output per response: ERNIE 4.5 VL 424B A47B up to 16,000, Qwen3 VL 235B A22B Instruct up to 32,768, Qwen3 Coder Flash up to 65,536 tokens.

Which can read images, PDFs, audio or video?

ERNIE 4.5 VL 424B A47B accepts text and images; Qwen3 VL 235B A22B Instruct accepts text and images; Qwen3 Coder Flash accepts text. ERNIE 4.5 VL 424B A47B handles the widest range of inputs.

Are any of these open source?

ERNIE 4.5 VL 424B A47B and Qwen3 VL 235B A22B Instruct publishes its weights and can be self-hosted; Qwen3 Coder Flash is proprietary.

Which is newer?

Qwen3 VL 235B A22B Instruct is the newest, released Sep 23, 2025. Qwen3 Coder Flash came out Jul 28, 2025; ERNIE 4.5 VL 424B A47B came out Jun 30, 2025. Knowledge cutoff: ERNIE 4.5 VL 424B A47B Mar 31, 2025, Qwen3 VL 235B A22B Instruct Mar 31, 2025, Qwen3 Coder Flash Apr 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.

05 — Keep comparing

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