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Comparison · 3 models · Updated Oct 4, 2026

Apertus 70B vs MiniMax-M2 vs Qwen3-VL Plus

Qwen3-VL Plus comes out ahead, 56 to 48 and 33 on our weighted score.

  1. Swiss AI

    Apertus 70B

    Released Sep 2, 2025

    33/100
    • ECI—
    • Price$0.82 / $2.42
    • Context66K
  2. MiniMax

    MiniMax-M2

    Released Oct 27, 2025

    48/100
    • ECI—
    • Price$0.30 / $1.20
    • Context205K
  3. Our pick

    Alibaba (Qwen)

    Qwen3-VL Plus

    Released Sep 23, 2025

    56/100
    • ECI—
    • Price$0.20 / $1.60
    • Context262K
01 — Verdict

Qwen3-VL Plus is our pick

Qwen3-VL Plus is the better all-round choice, scoring 56/100 against MiniMax-M2 (48) and Apertus 70B (33). It leads on inputs & features and 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 · Qwen3-VL Plus $0.55 · Apertus 70B $1.22 per 1M tokens (3:1 blend)
  • Longest contextQwen3-VL PlusQwen3-VL Plus 262,144 · MiniMax-M2 204,800 · Apertus 70B 65,536 tokens
  • Widest inputsQwen3-VL PlusApertus 70B: Text · MiniMax-M2: Text · Qwen3-VL Plus: Text, Images
  • Self-hostingApertus 70B and MiniMax-M2Publishes downloadable weights (Apache-2.0)
How the score is built
MeasureWeightApertus 70BMiniMax-M2Qwen3-VL Plus
Price50%466362
Inputs & features30%253560
Context window20%123237
Overall100%33/10048/10056/100

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.

Apertus 70B vs MiniMax-M2 vs Qwen3-VL Plus specifications side by side
SpecificationApertus 70BSwiss AIMiniMax-M2MiniMaxQwen3-VL PlusAlibaba (Qwen)
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.82$0.30$0.20 (best)
Output$2.42$1.20 (best)$1.60
Cached input———
Blended (3:1)$1.22$0.525 (best)$0.55
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 3 providersOfficial MiniMax (minimax.io) APIOfficial Alibaba API
Limits
Context window65,536 tokens204,800 tokens262,144 tokens (best)
Max output8,192 tokens131,072 tokens (best)32,768 tokens
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoYesYes
Tool callingYesYesYes
Structured outputNoNoNo
Availability
WeightsOpenApache-2.0OpenProprietary
API model ID—MiniMax-M2qwen3-vl-plus
API providers313 (best)6
ReleasedSep 2, 2025Oct 27, 2025Sep 23, 2025
Knowledge cutoffSep 2025—Apr 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.

  • Apertus 70B$13.04
  • MiniMax-M2$5.40
  • Qwen3-VL Plus$5.20
04 — Questions

Which should you choose?

Which is better: Apertus 70B, MiniMax-M2 or Qwen3-VL Plus?

Qwen3-VL Plus is the better all-round choice, scoring 56/100 against MiniMax-M2 (48) and Apertus 70B (33). It leads on inputs & features and 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, Apertus 70B, MiniMax-M2 or Qwen3-VL Plus?

MiniMax-M2 is cheaper at $0.30 input / $1.20 output per million tokens (official MiniMax (minimax.io) API price). Qwen3-VL Plus costs $0.20 input / $1.60 output per million tokens (official Alibaba API price); Apertus 70B costs $0.82 input / $2.42 output per million tokens (median across 3 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 $0.55 for Qwen3-VL Plus (1× as much) and $1.22 for Apertus 70B (2.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Apertus 70B has not been scored yet, MiniMax-M2 has not been scored yet and Qwen3-VL Plus has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Apertus 70B, MiniMax-M2 and Qwen3-VL Plus 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-VL Plus has the largest context window at 262,144 tokens, against 204,800 for MiniMax-M2 and 65,536 for Apertus 70B. Maximum output per response: Apertus 70B up to 8,192, MiniMax-M2 up to 131,072, Qwen3-VL Plus up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Apertus 70B accepts text; MiniMax-M2 accepts text; Qwen3-VL Plus accepts text and images. Qwen3-VL Plus handles the widest range of inputs.

Are any of these open source?

Apertus 70B and MiniMax-M2 publishes its weights (Apache-2.0) and can be self-hosted; Qwen3-VL Plus is proprietary.

Which is newer?

MiniMax-M2 is the newest, released Oct 27, 2025. Qwen3-VL Plus came out Sep 23, 2025; Apertus 70B came out Sep 2, 2025. Knowledge cutoff: Apertus 70B Sep 2025, Qwen3-VL Plus Apr 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.