NVIDIA: Nemotron 3 Super vs Google: Gemini 3.1 Pro Preview Custom Tools: Which AI Model Is Better?

Updated March 24, 2026· Based on independent benchmark data

Quick Verdict

Google: Gemini 3.1 Pro Preview Custom Tools leads in intelligence with a score of 57.2 vs 36.0. NVIDIA: Nemotron 3 Super is 20.0x cheaper at $0.10/1M tokens vs $2.00/1M. For speed, NVIDIA: Nemotron 3 Super wins at 402 tok/s vs 117 tok/s.

Head-to-Head Comparison

MetricNVIDIA: Nemotron 3 SuperGoogle: Gemini 3.1 Pro Preview Custom Tools
Intelligence Score36.057.2
Coding Score31.255.5
Math ScoreN/AN/A
Speed (tok/s)402 tok/s117 tok/s
Latency (TTFT)0.59s21.91s
Input Price / 1M tokens$0.10$2.00
Output Price / 1M tokens$0.50$12
Context Window262K1.0M
Max Output TokensN/A66K
Input ModalitiesTextText + Audio + Image + Video + File
Output ModalitiesTextText
Free TierNoNo

Detailed Analysis

Intelligence & Quality

Google: Gemini 3.1 Pro Preview Custom Tools outperforms NVIDIA: Nemotron 3 Super on the Artificial Analysis intelligence index with a score of 57.2 compared to 36.0. For coding tasks, Google: Gemini 3.1 Pro Preview Custom Tools has the edge with a coding score of 55.5 vs 31.2.

Speed & Latency

NVIDIA: Nemotron 3 Super generates output significantly faster at 402 tok/s compared to Google: Gemini 3.1 Pro Preview Custom Tools's 117 tok/s, making it 3.4x faster for streaming responses. Time to first token is 0.59s for NVIDIA: Nemotron 3 Super vs 21.91s for Google: Gemini 3.1 Pro Preview Custom Tools, which affects perceived responsiveness in interactive applications.

Pricing

NVIDIA: Nemotron 3 Super is more affordable at $0.10/1M input tokens ($0.50/1M output), while Google: Gemini 3.1 Pro Preview Custom Tools costs $2.00/1M input ($12/1M output). That makes Google: Gemini 3.1 Pro Preview Custom Tools 20.0x more expensive per token, which can add up significantly at scale. For a typical workload of 100 requests per day at 2,000 tokens each, NVIDIA: Nemotron 3 Super would cost approximately $0.60/month vs $12.00/month for Google: Gemini 3.1 Pro Preview Custom Tools in input costs alone.

Context Window

Google: Gemini 3.1 Pro Preview Custom Tools offers a larger context window at 1.0M tokens compared to NVIDIA: Nemotron 3 Super's 262K. This means Google: Gemini 3.1 Pro Preview Custom Tools can process roughly 524 pages of text in a single request vs 131 pages for NVIDIA: Nemotron 3 Super.

Best Use Cases

Choose NVIDIA: Nemotron 3 Super when you need faster output (402 tok/s), lower cost. Choose Google: Gemini 3.1 Pro Preview Custom Tools when you need higher intelligence (57.2), stronger coding performance (55.5), larger context window (1.0M).

Choose NVIDIA: Nemotron 3 Super if:

  • You need faster throughput (402 tok/s vs 117 tok/s)
  • You want lower latency (0.59s vs 21.91s TTFT)
  • Budget is a concern ($0.10/1M vs $2.00/1M)

Choose Google: Gemini 3.1 Pro Preview Custom Tools if:

  • You need higher intelligence (score: 57.2 vs 36.0)
  • You prioritize coding performance (score: 55.5 vs 31.2)
  • You need a larger context window (1.0M vs 262K)
  • You need image understanding (Supports image input)

Frequently Asked Questions

Is NVIDIA: Nemotron 3 Super better than Google: Gemini 3.1 Pro Preview Custom Tools for coding?

Google: Gemini 3.1 Pro Preview Custom Tools scores higher on coding benchmarks (55.5 vs 31.2), making it the better choice for programming tasks.

Which is cheaper, NVIDIA: Nemotron 3 Super or Google: Gemini 3.1 Pro Preview Custom Tools?

NVIDIA: Nemotron 3 Super is cheaper at $0.10/1M input tokens vs $2.00/1M for Google: Gemini 3.1 Pro Preview Custom Tools.

Is NVIDIA: Nemotron 3 Super faster than Google: Gemini 3.1 Pro Preview Custom Tools?

NVIDIA: Nemotron 3 Super is faster, producing output at 402 tok/s compared to Google: Gemini 3.1 Pro Preview Custom Tools's 117 tok/s.

Can NVIDIA: Nemotron 3 Super process images?

No, NVIDIA: Nemotron 3 Super does not support image input. However, Google: Gemini 3.1 Pro Preview Custom Tools does support images.

Which has a larger context window, NVIDIA: Nemotron 3 Super or Google: Gemini 3.1 Pro Preview Custom Tools?

Google: Gemini 3.1 Pro Preview Custom Tools has a larger context window at 1.0M compared to NVIDIA: Nemotron 3 Super's 262K.

Should I use NVIDIA: Nemotron 3 Super or Google: Gemini 3.1 Pro Preview Custom Tools?

It depends on your priorities. Google: Gemini 3.1 Pro Preview Custom Tools scores higher on intelligence (57.2), but NVIDIA: Nemotron 3 Super may be better for specific use cases like budget-conscious projects or speed-critical applications.

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Benchmark data by Artificial Analysis

Data last synced: March 24, 2026