Question 1

What does this Nemotron Cascade 2 30B A3B vs Nemotron Nano 12B v2 VL comparison cover?

Accepted Answer

It brings together documented inputs and outputs, token limits, deployment terms and available pricing. When both models have source-linked, verified results on a shared benchmark, those results are shown with their individual sources. The comparison is a starting point for evaluating your own workload.

Question 2

Which is cheaper: Nemotron Cascade 2 30B A3B or Nemotron Nano 12B v2 VL?

Accepted Answer

Nemotron Cascade 2 30B A3B lists $0.15 input and $0.60 output per 1M tokens. Nemotron Nano 12B v2 VL lists $0.20 input and $0.60 output. The cheaper workload depends on the mix of input and output. Long-context tiers, caching, batch processing and retries can change the bill.

Question 3

Which has the larger context window: Nemotron Cascade 2 30B A3B or Nemotron Nano 12B v2 VL?

Accepted Answer

Nemotron Cascade 2 30B A3B lists 256K tokens and Nemotron Nano 12B v2 VL lists 128K. Nemotron Cascade 2 30B A3B therefore has the larger recorded context window, but capacity alone is not a quality score.

Question 4

Which is faster: Nemotron Cascade 2 30B A3B or Nemotron Nano 12B v2 VL?

Accepted Answer

There is no matched speed measurement for both models with the same source, host, region and date. Test the same prompts at your expected concurrency and measure time to the first useful response as well as complete task time.

Question 5

What input and output types do Nemotron Cascade 2 30B A3B and Nemotron Nano 12B v2 VL support?

Accepted Answer

Nemotron Cascade 2 30B A3B records text input and text output. Nemotron Nano 12B v2 VL records text, image, video input and text output. “Not documented” means the current source record is incomplete; it does not prove that a modality is unsupported.

Question 6

Should I choose Nemotron Cascade 2 30B A3B or Nemotron Nano 12B v2 VL?

Accepted Answer

Consider Nemotron Cascade 2 30B A3B if you need larger context or a lower listed input rate. Consider Nemotron Nano 12B v2 VL if you need larger maximum output. Test both on the same representative examples and judge the output against your acceptance criteria. Include tool failures, retries and the time to a completed task.

Specification	Nemotron Cascade 2 30B A3B	Nemotron Nano 12B v2 VL
Provider	NVIDIA	NVIDIA
Listed pricing route	NVIDIA	NVIDIA
Model family	nemotron	nemotron
Accepted inputs	text	text, image, video
Produced outputs	text	text
Context window	256KHigher	128K
Max output	32.77K	128KHigher
Input price / 1M	$0.15Lower	$0.20
Output price / 1M	$0.60	$0.60
Reasoning mode	Documented	Documented
Tool calling	Documented	Documented
Image input	Not documented	Documented
Audio input	Not documented	Not documented
Structured output	Not documented	Not documented
License	Open weights	Open weights

Nemotron Cascade 2 30B A3B vs Nemotron Nano 12B v2 VL

Nemotron Cascade 2 30B A3B

Nemotron Nano 12B v2 VL

Key differences

Pricing, limits and capabilities

Which model should you choose?

Documentation and model profiles

Questions people ask

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