AI Models · Open-Source vs Paid

Nemotron 3 Ultra Open vs Muse Spark 1.2 Paid

Nemotron 3 Ultra vs Muse Spark 1.2 compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

Nemotron 3 UltraOpenNVIDIA
$0.63 /M input
$3.13 /M outputNo per-token fees if you self-host
TypeOpen-weight
Context window262K tokens
MultimodalNo
Self-hostYes
Muse Spark 1.2PaidMeta
$1.25 /M input
$4.25 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalYes
Self-hostNo
Choose Nemotron 3 Ultra if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Muse Spark 1.2 if you want frontier capability through a managed API with zero infrastructure to run.

Nemotron 3 Ultra vs Muse Spark 1.2 specs

SpecNemotron 3 UltraMuse Spark 1.2Winner
MakerNVIDIAMeta
TypeOpen-weightProprietaryNemotron 3 Ultra
Context window262K tokens1M tokensMuse Spark 1.2
Input price$0.63/M · free self-host$1.25/MNemotron 3 Ultra
Output price$3.13/M · free self-host$4.25/MNemotron 3 Ultra
Vision / multimodalNoYesMuse Spark 1.2
Tool / function callingYesYes= Tie
Self-hostableYesNo (API only)Nemotron 3 Ultra
LicenseNVIDIA Open ModelProprietaryNemotron 3 Ultra

Price gap & when to choose each

Choose Nemotron 3 Ultra if…
  • You want to self-host or run on your cloud
  • You prioritize data privacy & control
  • You want the lowest operating costs
  • You are building open or reproducible AI
Choose Muse Spark 1.2 if…
  • You want frontier performance through a managed API
  • You need the longer 1M context window
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityNemotron 3 UltraMuse Spark 1.2
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Nemotron 3 Ultra vs Muse Spark 1.2

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

Nemotron 3 Ultra
Muse Spark 1.2
Intelligence index
23.4
39.8
Coding index
49.3
72.2
GPQA
86.7%
90.4%
Humanity's Last Exam
28.4%
45.5%
Long Context Reasoning
79.3%
79%
SciCode
40.3%
57.4%
IFBench
81.4%
τ²-Bench
83.3%
τ-Bench Banking
14.2%
34.8%
Terminal-Bench
53.9%
80.1%
Terminal-Bench Hard
36.4%
Speed
180.1 tok/s
250.1 tok/s
Latency
1.26s
10.81s
Intelligence per $
21.3
19.9

Benchmark data by Artificial Analysis.

How Nemotron 3 Ultra and Muse Spark 1.2 score

🏆 Best value & openness: Nemotron 3 Ultra (4.3 vs 3.3 / 5)
CriterionNemotron 3 UltraMuse Spark 1.2
Cost-efficiency4.04.0
Context window4.05.0
Openness5.01.5
Self-hosting5.01.0
Multimodality3.55.0

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

Nemotron 3 Ultra Open

NVIDIA · Open-weight

NVIDIA Nemotron 3 Ultra is an open frontier-reasoning and orchestration model from NVIDIA, with 55B active parameters out of 550B total (MoE). Built on a hybrid Transformer-Mamba mixture-of-experts architecture, it...

Muse Spark 1.2 Paid

Meta · Proprietary

Muse Spark 1.2 is a reasoning model from Meta, designed for complex agentic tasks. It accepts text, images, video, audio, and PDF documents, returns text, and offers a 1M-token context...

Other models in these families

These variants are tracked but not compared here — one page per family keeps the comparison readable.

Other variants tracked
Nemotron 3 Ultra (free)Nemotron 3 SuperNemotron 3.5 LightningNemotron 3.5 Lightning (free)Nemotron 3 Super (free)Nemotron 3 Nano Omni (free)Nemotron 3 Nano 30B A3BNemotron 3.5 Content SafetyNemotron 3.5 Content Safety (free)

Frequently asked questions

Is Nemotron 3 Ultra as good as Muse Spark 1.2?

Nemotron 3 Ultra is open-weight and competitive on many tasks, but Muse Spark 1.2 may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.

Can I run Nemotron 3 Ultra locally?

Yes. Nemotron 3 Ultra has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Muse Spark 1.2 is API-only and cannot be self-hosted.

Nemotron 3 Ultra vs Muse Spark 1.2 — which should I pick in 2026?

Choose Nemotron 3 Ultra if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Muse Spark 1.2 if you want frontier capability through a managed API with zero infrastructure to run.

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