AI Models · Open-Source vs Paid

Nemotron 3 Ultra Open vs GPT-4o-mini Paid

Nemotron 3 Ultra vs GPT-4o-mini 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
GPT-4o-miniPaidOpenAI
$0.15 /M input
$0.6 /M outputManaged API (no infra to run)
TypeProprietary
Context window128K 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 GPT-4o-mini if you want frontier capability through a managed API with zero infrastructure to run.

Nemotron 3 Ultra vs GPT-4o-mini specs

SpecNemotron 3 UltraGPT-4o-miniWinner
MakerNVIDIAOpenAI
TypeOpen-weightProprietaryNemotron 3 Ultra
Context window262K tokens128K tokensNemotron 3 Ultra
Input price$0.63/M · free self-host$0.15/MGPT-4o-mini
Output price$3.13/M · free self-host$0.6/MGPT-4o-mini
Vision / multimodalNoYesGPT-4o-mini
Tool / function callingYesYes= Tie
Self-hostableYesNo (API only)Nemotron 3 Ultra
LicenseNVIDIA Open ModelProprietaryNemotron 3 Ultra

Price gap & when to choose each

5.2×cheaper per output token

GPT-4o-mini is ~5.2× cheaper than Nemotron 3 Ultra on output tokens ($0.6 vs $3.13 per M tokens).

Choose Nemotron 3 Ultra if…
  • You want to self-host or run on your cloud
  • You need the longer 262K context window
  • You prioritize data privacy & control
  • You are building open or reproducible AI
Choose GPT-4o-mini if…
  • You want frontier performance through a managed API
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityNemotron 3 UltraGPT-4o-mini
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Nemotron 3 Ultra vs GPT-4o-mini

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

Nemotron 3 Ultra
GPT-4o-mini
Intelligence index
23.4
6.7
Coding index
49.3
11.4
GPQA
86.7%
42.6%
Humanity's Last Exam
28.4%
4.2%
Long Context Reasoning
79.3%
SciCode
40.3%
IFBench
81.4%
31%
τ²-Bench
83.3%
τ-Bench Banking
14.2%
2.9%
Terminal-Bench
53.9%
5.6%
Terminal-Bench Hard
36.4%
Math index
14.7
MMLU-Pro
64.8%
LiveCodeBench
23.4%
MATH-500
78.9%
AIME
11.7%
AIME 2025
14.7%
Speed
180.1 tok/s
0 tok/s
Latency
1.26s
0s
Intelligence per $
21.3
25.6

Benchmark data by Artificial Analysis.

How Nemotron 3 Ultra and GPT-4o-mini score

🏆 Best value & openness: Nemotron 3 Ultra (4.3 vs 3.2 / 5)
CriterionNemotron 3 UltraGPT-4o-mini
Cost-efficiency4.05.0
Context window4.03.5
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...

GPT-4o-mini Paid

OpenAI · Proprietary

GPT-4o mini is OpenAI's newest model after [GPT-4 Omni](/models/openai/gpt-4o), supporting both text and image inputs with text outputs. As their most advanced small model, it is many multiples more affordable...

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 GPT-4o-mini?

Nemotron 3 Ultra is open-weight and competitive on many tasks, but GPT-4o-mini 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. GPT-4o-mini is API-only and cannot be self-hosted.

Nemotron 3 Ultra vs GPT-4o-mini — 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 GPT-4o-mini if you want frontier capability through a managed API with zero infrastructure to run.

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