AI Models · Open-Source vs Paid

Nemotron 3 Ultra Open vs INLing 3.0 Flash Fin Paid

Nemotron 3 Ultra vs Ling 3.0 Flash Fin 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
$0.5 /M input
$2.2 /M outputNo per-token fees if you self-host
TypeOpen-weight
Context window262K tokens
MultimodalNo
Self-hostYes
INLing 3.0 Flash FinPaidInclusionAI
$0.04 /M input
$0.12 /M outputManaged API (no infra to run)
TypeProprietary
Context window262K tokens
MultimodalNo
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 Ling 3.0 Flash Fin if you want frontier capability through a managed API with zero infrastructure to run.

Nemotron 3 Ultra vs Ling 3.0 Flash Fin specs

SpecNemotron 3 UltraLing 3.0 Flash FinWinner
MakerNVIDIAInclusionAI–
TypeOpen-weightProprietaryNemotron 3 Ultra
Context window262K tokens262K tokens= Tie
Input price$0.5/M · free self-host$0.04/MINLing 3.0 Flash Fin
Output price$2.2/M · free self-host$0.12/MINLing 3.0 Flash Fin
Vision / multimodalNoNo–
Tool / function callingYesYes= Tie
Self-hostableYesNo (API only)Nemotron 3 Ultra
LicenseNVIDIA Open ModelProprietaryNemotron 3 Ultra

Price gap & when to choose each

18×cheaper per output token

Ling 3.0 Flash Fin is ~18× cheaper than Nemotron 3 Ultra on output tokens ($0.12 vs $2.2 per M tokens).

Choose Nemotron 3 Ultra if…
  • You want to self-host or run on your cloud
  • You prioritize data privacy & control
  • You are building open or reproducible AI
INChoose Ling 3.0 Flash Fin 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 UltraLing 3.0 Flash Fin
Open weights (downloadable)✓✗
Self-hostable✓✗
Runs fully offline✓✗
Vision / multimodal✗✗
Tool / function calling✓✓
1M+ context window✗✗

Benchmarks: Nemotron 3 Ultra vs Ling 3.0 Flash Fin

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

Ling 3.0 Flash Fin delivers 9.6× more intelligence per dollar.
Nemotron 3 Ultra
Ling 3.0 Flash Fin
Intelligence index
22.9
22.6
Coding index
49.3
55.6
GPQA
86.7%
–
Humanity's Last Exam
28.4%
22.6%
Long Context Reasoning
79.3%
73.7%
SciCode
40.3%
42.4%
IFBench
81.4%
–
τ²-Bench
83.3%
–
τ-Bench Banking
14.2%
38.6%
Terminal-Bench
53.9%
62.5%
Terminal-Bench Hard
36.4%
–
Speed
172.6 tok/s
333.4 tok/s
Latency
0.9s
1.16s
Intelligence per $
21.3
203.6

Benchmark data by Artificial Analysis.

How Nemotron 3 Ultra and Ling 3.0 Flash Fin score

🏆 Best value & openness: Nemotron 3 Ultra (4.4 vs 3.0 / 5)
CriterionNemotron 3 UltraLing 3.0 Flash Fin
Cost-efficiency4.55.0
Context window4.04.0
Openness5.01.5
Self-hosting5.01.0
Multimodality3.53.5

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...

Ling 3.0 Flash Fin Paid

InclusionAI · Proprietary

Ling 3.0 Flash Fin is a finance-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for real-world investment...

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 3.5 LightningNemotron 3.5 Lightning (free)Nemotron 3 SuperNemotron 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 Ling 3.0 Flash Fin?

Nemotron 3 Ultra is open-weight and competitive on many tasks, but Ling 3.0 Flash Fin 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. Ling 3.0 Flash Fin is API-only and cannot be self-hosted.

Nemotron 3 Ultra vs Ling 3.0 Flash Fin — 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 Ling 3.0 Flash Fin if you want frontier capability through a managed API with zero infrastructure to run.

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