ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Laguna M.1 vs MiniMax-M2.7-highspeed vs Nemotron Cascade 2 30B A3B

Too close to call on our weighted score (Laguna M.1 36, Nemotron Cascade 2 30B A3B 35, MiniMax-M2.7-highspeed 34). The right pick depends on what you value most.

  1. Poolside

    Laguna M.1

    Released Apr 28, 2026

    36/100
    • ECI—
    • PriceFree / Free
    • Context262K
  2. MiniMax

    MiniMax-M2.7-highspeed

    Released Mar 18, 2026

    34/100
    • ECI—
    • Price$0.60 / $2.40
    • Context205K
  3. NVIDIA

    Nemotron Cascade 2 30B A3B

    Released Mar 24, 2026

    35/100
    • ECI—
    • Price—
    • Context256K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Laguna M.1 36/100, Nemotron Cascade 2 30B A3B 35/100, MiniMax-M2.7-highspeed 34/100), so choose by what matters most for your work: Laguna M.1 on price and Laguna M.1 for long inputs. 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 priceLaguna M.1Laguna M.1 Free · MiniMax-M2.7-highspeed $1.05 per 1M tokens (3:1 blend) · Nemotron Cascade 2 30B A3B unpriced
  • Longest contextLaguna M.1Laguna M.1 262,144 · Nemotron Cascade 2 30B A3B 256,000 · MiniMax-M2.7-highspeed 204,800 tokens
  • Widest inputsSame inputsLaguna M.1: Text · MiniMax-M2.7-highspeed: Text · Nemotron Cascade 2 30B A3B: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightLaguna M.1MiniMax-M2.7-highspeedNemotron Cascade 2 30B A3B
Inputs & features60%353535
Context window40%373236
Overall100%36/10034/10035/100

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.

Laguna M.1 vs MiniMax-M2.7-highspeed vs Nemotron Cascade 2 30B A3B specifications side by side
SpecificationLaguna M.1PoolsideMiniMax-M2.7-highspeedMiniMaxNemotron Cascade 2 30B A3BNVIDIA
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
InputFree (best)$0.60—
OutputFree (best)$2.40—
Cached input—$0.06—
Blended (3:1)Free (best)$1.05—
Long-context rateSame rateSame rate—
Price sourceOfficial Poolside APIOfficial MiniMax (minimax.io) API—
Limits
Context window262,144 tokens (best)204,800 tokens256,000 tokens
Max output32,768 tokens131,072 tokens (best)32,768 tokens
Inputs and features
TextYesYesYes
ImagesNoNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesYesYes
Tool callingYesYesYes
Structured outputNoNoNo
Availability
WeightsOpenOpenOpen
API model IDpoolside/laguna-m.1MiniMax-M2.7-highspeed—
API providers214 (best)—
ReleasedApr 28, 2026Mar 18, 2026Mar 24, 2026
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.

  • Laguna M.1Free
  • MiniMax-M2.7-highspeed$10.80
  • Nemotron Cascade 2 30B A3B—
04 — Questions

Which should you choose?

Which is better: Laguna M.1, MiniMax-M2.7-highspeed or Nemotron Cascade 2 30B A3B?

It is close. Our weighted score puts them within a point (Laguna M.1 36/100, Nemotron Cascade 2 30B A3B 35/100, MiniMax-M2.7-highspeed 34/100), so choose by what matters most for your work: Laguna M.1 on price and Laguna M.1 for long inputs. 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, Laguna M.1, MiniMax-M2.7-highspeed or Nemotron Cascade 2 30B A3B?

Laguna M.1 is cheaper at Free input / Free output per million tokens (official Poolside API price). MiniMax-M2.7-highspeed costs $0.60 input / $2.40 output per million tokens (official MiniMax (minimax.io) API price). Laguna M.1 is listed as free. Nemotron Cascade 2 30B A3B has no published per-token price.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Laguna M.1 has not been scored yet, MiniMax-M2.7-highspeed has not been scored yet and Nemotron Cascade 2 30B A3B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Laguna M.1, MiniMax-M2.7-highspeed and Nemotron Cascade 2 30B A3B yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

Which has the bigger context window?

Laguna M.1 has the largest context window at 262,144 tokens, against 256,000 for Nemotron Cascade 2 30B A3B and 204,800 for MiniMax-M2.7-highspeed. Maximum output per response: Laguna M.1 up to 32,768, MiniMax-M2.7-highspeed up to 131,072, Nemotron Cascade 2 30B A3B up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Laguna M.1 accepts text; MiniMax-M2.7-highspeed accepts text; Nemotron Cascade 2 30B A3B accepts text. They handle the same number of input types.

Are any of these open source?

Yes, all three publish their weights, so you can self-host them.

Which is newer?

Laguna M.1 is the newest, released Apr 28, 2026. Nemotron Cascade 2 30B A3B came out Mar 24, 2026; MiniMax-M2.7-highspeed came out Mar 18, 2026.

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 Oct 4, 2026.