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Comparison · 2 models · Updated Nov 2, 2026

Morph V3 Large vs Morph V3 Fast

Too close to call on our weighted score (Morph V3 Fast 32, Morph V3 Large 30). The right pick depends on what you value most.

  1. Morph

    Morph V3 Large

    Released Jul 7, 2025

    30/100
    • ECI—
    • Price$0.90 / $1.90
    • Context262K
  2. Morph

    Morph V3 Fast

    Released Jul 7, 2025

    32/100
    • ECI—
    • Price$0.80 / $1.20
    • Context262K
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01 — Verdict

Too close to call

It is close. Our weighted score puts them within 2 points (Morph V3 Fast 32/100, Morph V3 Large 30/100), so choose by what matters most for your work: Morph V3 Fast on price. 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 priceMorph V3 FastMorph V3 Fast $0.90 · Morph V3 Large $1.15 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameMorph V3 Large 262,144 · Morph V3 Fast 262,144 tokens
  • Widest inputsSame inputsMorph V3 Large: Text · Morph V3 Fast: Text
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightMorph V3 LargeMorph V3 Fast
Price50%4550
Inputs & features30%00
Context window20%3737
Overall100%30/10032/100

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.

Morph V3 Large vs Morph V3 Fast specifications side by side
SpecificationMorph V3 LargeMorphMorph V3 FastMorph
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.90$0.80 (best)
Output$1.90$1.20 (best)
Cached input——
Blended (3:1)$1.15$0.90 (best)
Long-context rateSame rateSame rate
Price sourceMedian of 5 providersMedian of 5 providers
Limits
Context window262,144 tokens262,144 tokens
Max output131,072 tokens131,072 tokens
Inputs and features
TextYesYes
ImagesNoNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoNo
Tool callingNoNo
Structured outputNoNo
Availability
WeightsProprietaryProprietary
API model ID——
API providers55
ReleasedJul 7, 2025Jul 7, 2025
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.

  • Morph V3 Large$12.80
  • Morph V3 Fast$10.40
04 — Questions

Which should you choose?

Which is better: Morph V3 Large or Morph V3 Fast?

It is close. Our weighted score puts them within 2 points (Morph V3 Fast 32/100, Morph V3 Large 30/100), so choose by what matters most for your work: Morph V3 Fast on price. 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, Morph V3 Large or Morph V3 Fast?

Morph V3 Fast is cheaper at $0.80 input / $1.20 output per million tokens (median across 5 API providers). Morph V3 Large costs $0.90 input / $1.90 output per million tokens (median across 5 API providers). At a typical mix of three input tokens to one output token, that is $0.90 per million tokens for Morph V3 Fast versus $1.15 for Morph V3 Large (1.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Morph V3 Large 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 Morph V3 Large 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 Morph V3 Large and Morph V3 Fast does not support tool calling, which most coding agents need.

Which has the bigger context window?

Morph V3 Large and Morph V3 Fast share the same 262,144-token context window. Maximum output per response: Morph V3 Large up to 131,072, Morph V3 Fast up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Morph V3 Large accepts text; Morph V3 Fast accepts text. They handle the same number of input types.

Are any of these open source?

No. Morph V3 Large and Morph V3 Fast are proprietary and only available through APIs and apps.

Which is newer?

Morph V3 Large is the newest, released Jul 7, 2025. Morph V3 Fast came out Jul 7, 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.