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Comparison · 2 models · Updated Nov 2, 2026

ERNIE 4.5 VL 424B A47B vs Morph V3 Fast

ERNIE 4.5 VL 424B A47B comes out ahead, 44 to 32 on our weighted score, and it is the cheaper option too.

  1. Our pick

    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. Morph

    Morph V3 Fast

    Released Jul 7, 2025

    32/100
    • ECI—
    • Price$0.80 / $1.20
    • Context262K
    Full specs Remove Morph V3 Fast

  3. Add a model

    Make it a three-way comparison.

01 — Verdict

ERNIE 4.5 VL 424B A47B is our pick

ERNIE 4.5 VL 424B A47B is the better all-round choice, scoring 44/100 against Morph V3 Fast (32). It leads on price and inputs & features. Morph V3 Fast wins on 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 priceERNIE 4.5 VL 424B A47B ERNIE 4.5 VL 424B A47B $0.627 · Morph V3 Fast $0.90 per 1M tokens (3:1 blend)
  • Longest contextMorph V3 FastMorph V3 Fast 262,144 · ERNIE 4.5 VL 424B A47B 123,000 tokens
  • Widest inputsERNIE 4.5 VL 424B A47B ERNIE 4.5 VL 424B A47B : Text, Images · Morph V3 Fast: Text
  • Self-hostingERNIE 4.5 VL 424B A47B Publishes downloadable weights
How the score is built
MeasureWeightERNIE 4.5 VL 424B A47B Morph V3 Fast
Price50%5750
Inputs & features30%350
Context window20%2337
Overall100%44/10032/100

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 Morph V3 Fast specifications side by side
SpecificationERNIE 4.5 VL 424B A47B BaiduMorph V3 FastMorph
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.42 (best)$0.80
Output$1.25$1.20 (best)
Cached input——
Blended (3:1)$0.627 (best)$0.90
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 5 providers
Limits
Context window123,000 tokens262,144 tokens (best)
Max output16,000 tokens131,072 tokens (best)
Inputs and features
TextYesYes
ImagesYesNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYesNo
Tool callingNoNo
Structured outputNoNo
Availability
WeightsOpenProprietary
API model ID——
API providers15 (best)
ReleasedJun 30, 2025Jul 7, 2025
Knowledge cutoffMar 31, 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
  • Morph V3 Fast$10.40
04 — Questions

Which should you choose?

Which is better: ERNIE 4.5 VL 424B A47B or Morph V3 Fast?

ERNIE 4.5 VL 424B A47B is the better all-round choice, scoring 44/100 against Morph V3 Fast (32). It leads on price and inputs & features. Morph V3 Fast wins on 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, ERNIE 4.5 VL 424B A47B or Morph V3 Fast?

ERNIE 4.5 VL 424B A47B is cheaper at $0.42 input / $1.25 output per million tokens (median across 1 API provider). Morph V3 Fast costs $0.80 input / $1.20 output per million tokens (median across 5 API providers). At a typical mix of three input tokens to one output token, that is $0.627 per million tokens for ERNIE 4.5 VL 424B A47B versus $0.90 for Morph V3 Fast (1.4× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. ERNIE 4.5 VL 424B A47B has not been scored yet and Morph V3 Fast 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 and Morph V3 Fast 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 and Morph V3 Fast does not support tool calling, which most coding agents need.

Which has the bigger context window?

Morph V3 Fast has the largest context window at 262,144 tokens, against 123,000 for ERNIE 4.5 VL 424B A47B . Maximum output per response: ERNIE 4.5 VL 424B A47B up to 16,000, Morph V3 Fast up to 131,072 tokens.

Which can read images, PDFs, audio or video?

ERNIE 4.5 VL 424B A47B accepts text and images; Morph V3 Fast 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 publishes its weights and can be self-hosted; Morph V3 Fast is proprietary.

Which is newer?

Morph V3 Fast is the newest, released Jul 7, 2025. ERNIE 4.5 VL 424B A47B came out Jun 30, 2025. Knowledge cutoff: ERNIE 4.5 VL 424B A47B Mar 31, 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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