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Gemini 3.1 Pro Preview vs Nemotron 3 Ultra

Detailed technical comparison between Gemini 3.1 Pro Preview (Google) and Nemotron 3 Ultra (Nvidia). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚑ Executive Summary & Verdict

Comparison Snapshot

Gemini 3.1 Pro Preview: 3 WinsvsNemotron 3 Ultra: 3 Wins
Context Leader

Gemini 3.1 Pro Preview

1,048,576 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Nemotron 3 Ultra

$0.50 / MTok
Googleactive

Gemini 3.1 Pro Preview

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation...

View Gemini 3.1 Pro Preview Full Specs β†’
Nvidiaactive

Nemotron 3 Ultra

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...

View Nemotron 3 Ultra Full Specs β†’

Technical Specifications

πŸ† = Superior Spec
SpecificationGemini 3.1 Pro PreviewNemotron 3 Ultra
ProviderGoogleNvidia
Context Window1,048,576 tokensπŸ†512,288 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetabeta
API AvailableYesYes
Released Date2026-02-192026-06-04

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview

$2.00

Nemotron 3 Ultra

$0.50

Output Price per Million Tokens

Gemini 3.1 Pro Preview

$12.00

Nemotron 3 Ultra

$2.20

πŸ’‘ Cost Ratio: Nemotron 3 Ultra is 4.0x cheaper per input token than Gemini 3.1 Pro Preview.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
88.4%vs87.8%+0.6% Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview πŸ†
Nemotron 3 Ultra
HumanEvalPython coding & logic synthesis
87.6%vs87.0%+0.6% Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview πŸ†
Nemotron 3 Ultra
MATHComplex mathematical problem solving
65.4%vs68.2%+2.8% Nemotron 3 Ultra
Gemini 3.1 Pro Preview
Nemotron 3 Ultra πŸ†
GPQAGraduate-level expert reasoning
46.8%vs49.6%+2.8% Nemotron 3 Ultra
Gemini 3.1 Pro Preview
Nemotron 3 Ultra πŸ†
HellaSwagCommonsense reasoning and inference
86.0%vs85.4%+0.6% Gemini 3.1 Pro Preview
Gemini 3.1 Pro Preview πŸ†
Nemotron 3 Ultra
MT-BenchMulti-turn conversation flow quality
8.9%vs9.1%+0.3% Nemotron 3 Ultra
Gemini 3.1 Pro Preview
Nemotron 3 Ultra πŸ†

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.

Nemotron 3 Ultra Quirks & Gotchas

No developer gotchas reported.

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