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Comparison · 2 models · Updated Nov 2, 2026

Morph V3 Fast vs Pixtral Large (25.02)

Too close to call on our weighted score (Pixtral Large (25.02) 33, Morph V3 Fast 32). The right pick depends on what you value most.

  1. Morph

    Morph V3 Fast

    Released Jul 7, 2025

    32/100
    • ECI—
    • Price$0.80 / $1.20
    • Context262K
  2. Mistral AI

    Pixtral Large (25.02)

    Released Apr 8, 2025

    33/100
    • ECI—
    • Price$2.00 / $6.00
    • Context128K
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01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Pixtral Large (25.02) 33/100, Morph V3 Fast 32/100), so choose by what matters most for your work: Morph V3 Fast on price and Morph V3 Fast 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 priceMorph V3 FastMorph V3 Fast $0.90 · Pixtral Large (25.02) $3.00 per 1M tokens (3:1 blend)
  • Longest contextMorph V3 FastMorph V3 Fast 262,144 · Pixtral Large (25.02) 128,000 tokens
  • Widest inputsPixtral Large (25.02)Morph V3 Fast: Text · Pixtral Large (25.02): Text, Images
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightMorph V3 FastPixtral Large (25.02)
Price50%5026
Inputs & features30%050
Context window20%3724
Overall100%32/10033/100

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 Fast vs Pixtral Large (25.02) specifications side by side
SpecificationMorph V3 FastMorphPixtral Large (25.02)Mistral AI
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.80 (best)$2.00
Output$1.20 (best)$6.00
Cached input——
Blended (3:1)$0.90 (best)$3.00
Long-context rateSame rateSame rate
Price sourceMedian of 5 providersMedian of 3 providers
Limits
Context window262,144 tokens (best)128,000 tokens
Max output131,072 tokens (best)8,192 tokens
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningNoNo
Tool callingNoYes
Structured outputNoNo
Availability
WeightsProprietaryProprietary
API model ID——
API providers5 (best)3
ReleasedJul 7, 2025Apr 8, 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 Fast$10.40
  • Pixtral Large (25.02)$32.00
04 — Questions

Which should you choose?

Which is better: Morph V3 Fast or Pixtral Large (25.02)?

It is close. Our weighted score puts them within a point (Pixtral Large (25.02) 33/100, Morph V3 Fast 32/100), so choose by what matters most for your work: Morph V3 Fast on price and Morph V3 Fast 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, Morph V3 Fast or Pixtral Large (25.02)?

Morph V3 Fast is cheaper at $0.80 input / $1.20 output per million tokens (median across 5 API providers). Pixtral Large (25.02) costs $2.00 input / $6.00 output per million tokens (median across 3 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 $3.00 for Pixtral Large (25.02) (3.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Morph V3 Fast has not been scored yet and Pixtral Large (25.02) has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Morph V3 Fast and Pixtral Large (25.02) yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that 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 128,000 for Pixtral Large (25.02). Maximum output per response: Morph V3 Fast up to 131,072, Pixtral Large (25.02) up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Morph V3 Fast accepts text; Pixtral Large (25.02) accepts text and images. Pixtral Large (25.02) handles the widest range of inputs.

Are any of these open source?

No. Morph V3 Fast and Pixtral Large (25.02) are proprietary and only available through APIs and apps.

Which is newer?

Morph V3 Fast is the newest, released Jul 7, 2025. Pixtral Large (25.02) came out Apr 8, 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.