ZMIME
Comparison · 3 models · Updated Nov 2, 2026

ALLaM-2-7b vs MiniMax Text 01 (MiniMax) vs Morph V3 Fast

MiniMax Text 01 (MiniMax) comes out ahead, 39 to 15 and 0 on our weighted score.

  1. SDAIA

    ALLaM-2-7b

    Released Jan 23, 2025

    0/100
    • ECI—
    • Price—
    • Context4K
  2. Our pick

    MiniMax

    MiniMax Text 01 (MiniMax)

    Released Jan 15, 2025

    39/100
    • ECI—
    • Price—
    • Context1M
  3. Morph

    Morph V3 Fast

    Released Jul 7, 2025

    15/100
    • ECI—
    • Price$0.80 / $1.20
    • Context262K
01 — Verdict

MiniMax Text 01 (MiniMax) is our pick

MiniMax Text 01 (MiniMax) is the better all-round choice, scoring 39/100 against Morph V3 Fast (15) and ALLaM-2-7b (0). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. 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 per 1M tokens (3:1 blend) · ALLaM-2-7b and MiniMax Text 01 (MiniMax) unpriced
  • Longest contextMiniMax Text 01 (MiniMax)MiniMax Text 01 (MiniMax) 1,000,000 · Morph V3 Fast 262,144 · ALLaM-2-7b 4,096 tokens
  • Widest inputsSame inputsALLaM-2-7b: Text · MiniMax Text 01 (MiniMax): Text · Morph V3 Fast: Text
  • Self-hostingALLaM-2-7bPublishes downloadable weights
How the score is built
MeasureWeightALLaM-2-7bMiniMax Text 01 (MiniMax)Morph V3 Fast
Inputs & features60%0250
Context window40%06037
Overall100%0/10039/10015/100

Left out because at least one model lacks the data: capability and price. 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.

ALLaM-2-7b vs MiniMax Text 01 (MiniMax) vs Morph V3 Fast specifications side by side
SpecificationALLaM-2-7bSDAIAMiniMax Text 01 (MiniMax)MiniMaxMorph V3 FastMorph
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input——$0.80
Output——$1.20
Cached input———
Blended (3:1)——$0.90
Long-context rate——Same rate
Price source——Median of 5 providers
Limits
Context window4,096 tokens1,000,000 tokens (best)262,144 tokens
Max output4,096 tokens131,072 tokens (best)131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoNoNo
Tool callingNoYesNo
Structured outputNoNoNo
Availability
WeightsOpenProprietaryProprietary
API model ID———
API providers2—5 (best)
ReleasedJan 23, 2025Jan 15, 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.

  • ALLaM-2-7b—
  • MiniMax Text 01 (MiniMax)—
  • Morph V3 Fast$10.40
04 — Questions

Which should you choose?

Which is better: ALLaM-2-7b, MiniMax Text 01 (MiniMax) or Morph V3 Fast?

MiniMax Text 01 (MiniMax) is the better all-round choice, scoring 39/100 against Morph V3 Fast (15) and ALLaM-2-7b (0). It leads on inputs & features and context window. The score weighs inputs & features 60%, context window 40%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, ALLaM-2-7b, MiniMax Text 01 (MiniMax) or Morph V3 Fast?

Morph V3 Fast is cheaper at $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 $0.90 per million tokens for Morph V3 Fast versus . ALLaM-2-7b and MiniMax Text 01 (MiniMax) has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. ALLaM-2-7b has not been scored yet, MiniMax Text 01 (MiniMax) 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 ALLaM-2-7b, MiniMax Text 01 (MiniMax) 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 ALLaM-2-7b and Morph V3 Fast does not support tool calling, which most coding agents need.

Which has the bigger context window?

MiniMax Text 01 (MiniMax) has the largest context window at 1,000,000 tokens, against 262,144 for Morph V3 Fast and 4,096 for ALLaM-2-7b. Maximum output per response: ALLaM-2-7b up to 4,096, MiniMax Text 01 (MiniMax) up to 131,072, Morph V3 Fast up to 131,072 tokens.

Which can read images, PDFs, audio or video?

ALLaM-2-7b accepts text; MiniMax Text 01 (MiniMax) accepts text; Morph V3 Fast accepts text. They handle the same number of input types.

Are any of these open source?

ALLaM-2-7b publishes its weights and can be self-hosted; MiniMax Text 01 (MiniMax) and Morph V3 Fast is proprietary.

Which is newer?

Morph V3 Fast is the newest, released Jul 7, 2025. ALLaM-2-7b came out Jan 23, 2025; MiniMax Text 01 (MiniMax) came out Jan 15, 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.