ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Qwen3.5 122B-A10B vs North Mini Code vs MiniMax-M2.5-highspeed

North Mini Code comes out ahead, 71 to 58 and 41 on our weighted score, and it is the cheaper option too.

  1. Alibaba (Qwen)

    Qwen3.5 122B-A10B

    Released Feb 23, 2026

    58/100
    • ECI—
    • Price$0.40 / $3.20
    • Context262K
  2. Our pick

    Cohere

    North Mini Code

    Released Jun 9, 2026

    71/100
    • ECI—
    • PriceFree / Free
    • Context256K
  3. MiniMax

    MiniMax-M2.5-highspeed

    Released Feb 13, 2026

    41/100
    • ECI—
    • Price$0.60 / $2.40
    • Context205K
01 — Verdict

North Mini Code is our pick

North Mini Code is the better all-round choice, scoring 71/100 against Qwen3.5 122B-A10B (58) and MiniMax-M2.5-highspeed (41). It leads on price. Qwen3.5 122B-A10B wins on inputs & features. 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 priceNorth Mini CodeNorth Mini Code Free · MiniMax-M2.5-highspeed $1.05 · Qwen3.5 122B-A10B $1.10 per 1M tokens (3:1 blend)
  • Longest contextQwen3.5 122B-A10BQwen3.5 122B-A10B 262,144 · North Mini Code 256,000 · MiniMax-M2.5-highspeed 204,800 tokens
  • Widest inputsQwen3.5 122B-A10BQwen3.5 122B-A10B: Text, Images, Audio, Video · North Mini Code: Text · MiniMax-M2.5-highspeed: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightQwen3.5 122B-A10BNorth Mini CodeMiniMax-M2.5-highspeed
Price50%4810049
Inputs & features30%904535
Context window20%373632
Overall100%58/10071/10041/100

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.

Qwen3.5 122B-A10B vs North Mini Code vs MiniMax-M2.5-highspeed specifications side by side
SpecificationQwen3.5 122B-A10BAlibaba (Qwen)North Mini CodeCohereMiniMax-M2.5-highspeedMiniMax
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.40Free (best)$0.60
Output$3.20Free (best)$2.40
Cached input——$0.06
Blended (3:1)$1.10Free (best)$1.05
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Alibaba APIOfficial Cohere APIOfficial MiniMax (minimax.io) API
Limits
Context window262,144 tokens (best)256,000 tokens204,800 tokens
Max output65,536 tokens64,000 tokens131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsNoNoNo
AudioYesNoNo
VideoYesNoNo
ReasoningYesYeshighYes
Tool callingYesYesYes
Structured outputYesYesNo
Availability
WeightsOpenOpenOpen
API model IDqwen3.5-122b-a10bnorth-mini-code-1-0MiniMax-M2.5-highspeed
API providers19 (best)27
ReleasedFeb 23, 2026Jun 9, 2026Feb 13, 2026
Knowledge cutoff—Sep 23, 2025—
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.

  • Qwen3.5 122B-A10B$10.40
  • North Mini CodeFree
  • MiniMax-M2.5-highspeed$10.80
04 — Questions

Which should you choose?

Which is better: Qwen3.5 122B-A10B, North Mini Code or MiniMax-M2.5-highspeed?

North Mini Code is the better all-round choice, scoring 71/100 against Qwen3.5 122B-A10B (58) and MiniMax-M2.5-highspeed (41). It leads on price. Qwen3.5 122B-A10B wins on inputs & features. 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, Qwen3.5 122B-A10B, North Mini Code or MiniMax-M2.5-highspeed?

North Mini Code is cheaper at Free input / Free output per million tokens (official Cohere API price). MiniMax-M2.5-highspeed costs $0.60 input / $2.40 output per million tokens (official MiniMax (minimax.io) API price); Qwen3.5 122B-A10B costs $0.40 input / $3.20 output per million tokens (official Alibaba API price). North Mini Code is listed as free.

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Qwen3.5 122B-A10B has not been scored yet, North Mini Code has not been scored yet and MiniMax-M2.5-highspeed has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Qwen3.5 122B-A10B, North Mini Code and MiniMax-M2.5-highspeed 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?

Qwen3.5 122B-A10B has the largest context window at 262,144 tokens, against 256,000 for North Mini Code and 204,800 for MiniMax-M2.5-highspeed. Maximum output per response: Qwen3.5 122B-A10B up to 65,536, North Mini Code up to 64,000, MiniMax-M2.5-highspeed up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Qwen3.5 122B-A10B accepts text, images, audio and video; North Mini Code accepts text; MiniMax-M2.5-highspeed accepts text. Qwen3.5 122B-A10B handles the widest range of inputs.

Are any of these open source?

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

Which is newer?

North Mini Code is the newest, released Jun 9, 2026. Qwen3.5 122B-A10B came out Feb 23, 2026; MiniMax-M2.5-highspeed came out Feb 13, 2026. Knowledge cutoff: North Mini Code Sep 23, 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 Oct 4, 2026.