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Comparison · 2 models · Updated Nov 2, 2026

MiniMax-M2 vs Morph V3 Fast

MiniMax-M2 comes out ahead, 47 to 32 on our weighted score, and it is the cheaper option too.

  1. Our pick

    MiniMax

    MiniMax-M2

    Released Oct 27, 2025Deprecated

    47/100
    • ECI—
    • Price$0.30 / $1.20
    • Context205K
  2. Morph

    Morph V3 Fast

    Released Jul 7, 2025

    32/100
    • ECI—
    • Price$0.80 / $1.20
    • Context262K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

MiniMax-M2 is our pick

MiniMax-M2 is the better all-round choice, scoring 47/100 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 priceMiniMax-M2MiniMax-M2 $0.525 · Morph V3 Fast $0.90 per 1M tokens (3:1 blend)
  • Longest contextMorph V3 FastMorph V3 Fast 262,144 · MiniMax-M2 204,800 tokens
  • Widest inputsSame inputsMiniMax-M2: Text · Morph V3 Fast: Text
  • Self-hostingMiniMax-M2Publishes downloadable weights
How the score is built
MeasureWeightMiniMax-M2Morph V3 Fast
Price50%6050
Inputs & features30%350
Context window20%3237
Overall100%47/10032/100

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.

MiniMax-M2 vs Morph V3 Fast specifications side by side
SpecificationMiniMax-M2MiniMaxMorph V3 FastMorph
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.30 (best)$0.80
Output$1.20$1.20
Cached input——
Blended (3:1)$0.525 (best)$0.90
Long-context rateSame rateSame rate
Price sourceOfficial MiniMax (minimax.io) APIMedian of 5 providers
Limits
Context window204,800 tokens262,144 tokens (best)
Max output131,072 tokens131,072 tokens
Inputs and features
TextYesYes
ImagesNoNo
PDFsNoNo
AudioNoNo
VideoNoNo
ReasoningYesNo
Tool callingYesNo
Structured outputNoNo
Availability
WeightsOpenProprietary
API model IDMiniMax-M2—
API providers16 (best)5
ReleasedOct 27, 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.

  • MiniMax-M2$5.40
  • Morph V3 Fast$10.40
04 — Questions

Which should you choose?

Which is better: MiniMax-M2 or Morph V3 Fast?

MiniMax-M2 is the better all-round choice, scoring 47/100 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, MiniMax-M2 or Morph V3 Fast?

MiniMax-M2 is cheaper at $0.30 input / $1.20 output per million tokens (official MiniMax (minimax.io) API price). 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 $0.525 per million tokens for MiniMax-M2 versus $0.90 for Morph V3 Fast (1.7× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. MiniMax-M2 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 MiniMax-M2 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 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 204,800 for MiniMax-M2. Maximum output per response: MiniMax-M2 up to 131,072, Morph V3 Fast up to 131,072 tokens.

Which can read images, PDFs, audio or video?

MiniMax-M2 accepts text; Morph V3 Fast accepts text. They handle the same number of input types.

Are any of these open source?

MiniMax-M2 publishes its weights and can be self-hosted; Morph V3 Fast is proprietary.

Which is newer?

MiniMax-M2 is the newest, released Oct 27, 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.