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Ling 3.0 Flash VL vs Nemotron 3 Ultra

At a glance

InclusionAI's hybrid vision-language model, layering native visual perception on the Ling 3.0 Flash MoE (124B total, 5.5B active).

262K ctx$0.02/$0.06 per M

NVIDIA's open frontier reasoning model for orchestration, coding, and deep research.

203K ctx$0.60/$2.40 per M
Demos
All demos

No shared demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:OpenRouter
Cheaper97%
Reasoning & Knowledge
Graduate Science—
Math
Competition Math—
Reasoning
CodingInsufficient data
AgenticInsufficient data
Sources:Epoch AI·OpenRouter· as of 2026-10-02
Reasoning & Knowledge
Graduate Science85.4%
Math
Competition Math86.7%
Specs
262K
Context
33K
Max output
Sep 2026
Released
203K
Context
101K
Max output
Jun 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input97%$0.02/M tokens
Output97%$0.06/M tokens
Cache read97%$0.004/M tokens
Live pricing, shown before you run
Input$0.60/M tokens
Output$2.40/M tokens
Cache read$0.12/M tokens
Chat with Ling 3.0 Flash VLGo to model
Chat with Nemotron 3 UltraGo to model
Frequently Asked Questions: Ling 3.0 Flash VL vs Nemotron 3 Ultra▼

Which is better, Ling 3.0 Flash VL or Nemotron 3 Ultra?

▼

Both Ling 3.0 Flash VL and Nemotron 3 Ultra are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which is cheaper, Ling 3.0 Flash VL or Nemotron 3 Ultra?

▼

Ling 3.0 Flash VL has a lower blended cost. Ling 3.0 Flash VL: $0.02 input / $0.06 output. Nemotron 3 Ultra: $0.60 input / $2.40 output.

Which has a larger context window, Ling 3.0 Flash VL or Nemotron 3 Ultra?

▼

Ling 3.0 Flash VL has a larger context window: Ling 3.0 Flash VL supports 262K tokens vs Nemotron 3 Ultra at 203K tokens.

Do both Ling 3.0 Flash VL and Nemotron 3 Ultra support vision?

▼

Ling 3.0 Flash VL supports vision/image input, but Nemotron 3 Ultra does not.

What are the key differences between Ling 3.0 Flash VL and Nemotron 3 Ultra?

▼

Key differences: Ling 3.0 Flash VL is significantly cheaper; only Ling 3.0 Flash VL supports vision input. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Ling 3.0 Flash VL and Nemotron 3 Ultra for free on idapt.app to see which performs better for your specific needs.

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