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Comparison · 3 models · Updated Nov 2, 2026

Macaron V1 Tall vs MiMo-V2.6-Pro vs Solar Pro 4

MiMo-V2.6-Pro comes out ahead, 69 to 55 and 53 on our weighted score.

  1. Mindlab

    Macaron V1 Tall

    Released Jul 21, 2026

    55/100
    • ECI—
    • Price$0.247 / $1.43
    • Context262K
  2. Our pick

    Xiaomi

    MiMo-V2.6-Pro

    Released Sep 22, 2026New

    69/100
    • ECI—
    • Price$0.435 / $0.87
    • Context1.05M
  3. Upstage

    Solar Pro 4

    Released Aug 6, 2026

    53/100
    • ECI—
    • Price$0.30 / $1.20
    • Context524K
01 — Verdict

MiMo-V2.6-Pro is our pick

MiMo-V2.6-Pro is the better all-round choice, scoring 69/100 against Macaron V1 Tall (55) and Solar Pro 4 (53). 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 priceSolar Pro 4Solar Pro 4 $0.525 · Macaron V1 Tall $0.543 · MiMo-V2.6-Pro $0.544 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.6-ProMiMo-V2.6-Pro 1,048,576 · Solar Pro 4 524,288 · Macaron V1 Tall 262,144 tokens
  • Widest inputsMiMo-V2.6-ProMacaron V1 Tall: Text, Images · MiMo-V2.6-Pro: Text, Images, Audio, Video · Solar Pro 4: Text
  • Self-hostingMacaron V1 Tall and MiMo-V2.6-ProPublishes downloadable weights (MIT)
How the score is built
MeasureWeightMacaron V1 TallMiMo-V2.6-ProSolar Pro 4
Price50%606060
Inputs & features30%609045
Context window20%376149
Overall100%55/10069/10053/100

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.

Macaron V1 Tall vs MiMo-V2.6-Pro vs Solar Pro 4 specifications side by side
SpecificationMacaron V1 TallMindlabMiMo-V2.6-ProXiaomiSolar Pro 4Upstage
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.247 (best)$0.435$0.30
Output$1.43$0.87 (best)$1.20
Cached input—$0.0036 (best)$0.06
Blended (3:1)$0.543$0.544$0.525 (best)
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 1 providersOfficial Xiaomi APIOfficial Upstage API
Limits
Context window262,144 tokens1,048,576 tokens (best)524,288 tokens
Max output32,768 tokens131,072 tokens (best)131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesYesNo
PDFsNoNoNo
AudioNoYesNo
VideoNoYesNo
ReasoningYesYesYesminimal · low · medium · high · xhigh · max
Tool callingYesYesYes
Structured outputNoYesYes
Availability
WeightsOpenMITOpenProprietary
API model ID—mimo-v2.6-prosolar-pro4
API providers121 (best)6
ReleasedJul 21, 2026Sep 22, 2026Aug 6, 2026
Knowledge cutoff——Feb 2026
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.

  • Macaron V1 Tall$5.33
  • MiMo-V2.6-Pro$6.09
  • Solar Pro 4$5.40
04 — Questions

Which should you choose?

Which is better: Macaron V1 Tall, MiMo-V2.6-Pro or Solar Pro 4?

MiMo-V2.6-Pro is the better all-round choice, scoring 69/100 against Macaron V1 Tall (55) and Solar Pro 4 (53). 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, Macaron V1 Tall, MiMo-V2.6-Pro or Solar Pro 4?

Solar Pro 4 is cheaper at $0.30 input / $1.20 output per million tokens (official Upstage API price). Macaron V1 Tall costs $0.247 input / $1.43 output per million tokens (median across 1 API provider); MiMo-V2.6-Pro costs $0.435 input / $0.87 output per million tokens (official Xiaomi API price). At a typical mix of three input tokens to one output token, that is $0.525 per million tokens for Solar Pro 4 versus $0.543 for Macaron V1 Tall (1× as much) and $0.544 for MiMo-V2.6-Pro (1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Macaron V1 Tall has not been scored yet, MiMo-V2.6-Pro has not been scored yet and Solar Pro 4 has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Macaron V1 Tall, MiMo-V2.6-Pro and Solar Pro 4 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?

MiMo-V2.6-Pro has the largest context window at 1,048,576 tokens, against 524,288 for Solar Pro 4 and 262,144 for Macaron V1 Tall. Maximum output per response: Macaron V1 Tall up to 32,768, MiMo-V2.6-Pro up to 131,072, Solar Pro 4 up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Macaron V1 Tall accepts text and images; MiMo-V2.6-Pro accepts text, images, audio and video; Solar Pro 4 accepts text. MiMo-V2.6-Pro handles the widest range of inputs.

Are any of these open source?

Macaron V1 Tall and MiMo-V2.6-Pro publishes its weights (MIT) and can be self-hosted; Solar Pro 4 is proprietary.

Which is newer?

MiMo-V2.6-Pro is the newest, released Sep 22, 2026. Solar Pro 4 came out Aug 6, 2026; Macaron V1 Tall came out Jul 21, 2026. Knowledge cutoff: Solar Pro 4 Feb 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 Nov 2, 2026.