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Comparison · 2 models · Updated Nov 2, 2026

Nemotron 3.5 Super 120B A12B vs Muse Spark 1.2

Too close to call on our weighted score (Nemotron 3.5 Super 120B A12B 59, Muse Spark 1.2 59). The right pick depends on what you value most.

  1. NVIDIA

    Nemotron 3.5 Super 120B A12B

    Released Oct 15, 2026New

    59/100
    • ECI—
    • Price$0.20 / $0.50
    • Context1.05M
  2. Meta

    Muse Spark 1.2

    Released Aug 5, 2026

    59/100
    • ECI155.2
    • Price$1.25 / $4.25
    • Context1.05M
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01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (Nemotron 3.5 Super 120B A12B 59/100, Muse Spark 1.2 59/100), so choose by what matters most for your work: Nemotron 3.5 Super 120B A12B on price. 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 priceNemotron 3.5 Super 120B A12BNemotron 3.5 Super 120B A12B $0.275 · Muse Spark 1.2 $2.00 per 1M tokens (3:1 blend)
  • Longest contextAbout the sameNemotron 3.5 Super 120B A12B 1,048,576 · Muse Spark 1.2 1,048,576 tokens
  • Widest inputsMuse Spark 1.2Nemotron 3.5 Super 120B A12B: Text · Muse Spark 1.2: Text, Images, PDFs, Audio, Video
  • Self-hostingNemotron 3.5 Super 120B A12BPublishes downloadable weights
How the score is built
MeasureWeightNemotron 3.5 Super 120B A12BMuse Spark 1.2
Price50%7334
Inputs & features30%35100
Context window20%6161
Overall100%59/10059/100

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.

Nemotron 3.5 Super 120B A12B vs Muse Spark 1.2 specifications side by side
SpecificationNemotron 3.5 Super 120B A12BNVIDIAMuse Spark 1.2Meta
Capability
Capabilities Index (ECI)—155.2
ECI rank—#38 of 165
SimpleQA VerifiedShort factual questions—60.3%
Price per million tokens
Input$0.20 (best)$1.25
Output$0.50 (best)$4.25
Cached input—$0.15
Blended (3:1)$0.275 (best)$2.00
Long-context rateSame rateSame rate
Price sourceMedian of 1 providersOfficial Meta API
Limits
Context window1,048,576 tokens1,048,576 tokens
Max output131,072 tokens131,072 tokens
Inputs and features
TextYesYes
ImagesNoYes
PDFsNoYes
AudioNoYes
VideoNoYes
ReasoningYesYesminimal · low · medium · high · xhigh
Tool callingYesYes
Structured outputNoYes
Availability
WeightsOpenProprietary
API model ID—muse-spark-1.2
API providers118 (best)
ReleasedOct 15, 2026Aug 5, 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.

  • Nemotron 3.5 Super 120B A12B$3.00
  • Muse Spark 1.2$21.00
04 — Questions

Which should you choose?

Which is better: Nemotron 3.5 Super 120B A12B or Muse Spark 1.2?

It is close. Our weighted score puts them within a point (Nemotron 3.5 Super 120B A12B 59/100, Muse Spark 1.2 59/100), so choose by what matters most for your work: Nemotron 3.5 Super 120B A12B on price. 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, Nemotron 3.5 Super 120B A12B or Muse Spark 1.2?

Nemotron 3.5 Super 120B A12B is cheaper at $0.20 input / $0.50 output per million tokens (median across 1 API provider). Muse Spark 1.2 costs $1.25 input / $4.25 output per million tokens (official Meta API price). At a typical mix of three input tokens to one output token, that is $0.275 per million tokens for Nemotron 3.5 Super 120B A12B versus $2.00 for Muse Spark 1.2 (7.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Nemotron 3.5 Super 120B A12B has not been scored yet and Muse Spark 1.2 has an ECI of 155.2.

Which is better for coding?

There are no published SWE-bench Verified results for Nemotron 3.5 Super 120B A12B and Muse Spark 1.2 yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Nemotron 3.5 Super 120B A12B and Muse Spark 1.2 share the same 1,048,576-token context window. Maximum output per response: Nemotron 3.5 Super 120B A12B up to 131,072, Muse Spark 1.2 up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Nemotron 3.5 Super 120B A12B accepts text; Muse Spark 1.2 accepts text, images, PDFs, audio and video. Muse Spark 1.2 handles the widest range of inputs.

Are any of these open source?

Nemotron 3.5 Super 120B A12B publishes its weights and can be self-hosted; Muse Spark 1.2 is proprietary.

Which is newer?

Nemotron 3.5 Super 120B A12B is the newest, released Oct 15, 2026. Muse Spark 1.2 came out Aug 5, 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.