head-to-head

Google: Gemini 3.1 Flash Lite vs NVIDIA: Nemotron 3 Nano Omni (free)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.

Google: Gemini 3.1 Flash Lite NVIDIA: Nemotron 3 Nano Omni (free)
Vendorgooglenvidia
Quality Score100100
Input Price$0.25/MFree
Output Price$1.50/MFree
Context Window1,048,576256,000
Max Output65,53665,536
Tool Calling✓✓
Structured Output✓-
Reasoning Mode✓✓
Vision✓✓
Audio✓✓

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Nemotron 3 Nano Omni (free) costs $0 and Gemini 3.1 Flash Lite costs $0.62, so Nemotron 3 Nano Omni (free) is free for the same work.

Gemini 3.1 Flash Lite reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 384 pages for Nemotron 3 Nano Omni (free).

Only Gemini 3.1 Flash Lite offers structured output.

Across the 20 tasks where they differ, Gemini 3.1 Flash Lite scores higher on 18 (SQL Generation, Code Review, Code Completion and others), Nemotron 3 Nano Omni (free) on 2 (Regex Writing, Short-Form Summarization).

Gemini 3.1 Flash Lite was released in May 2026 and Nemotron 3 Nano Omni (free) in April 2026.

Pick Gemini 3.1 Flash Lite if you need long documents, structured output or the stronger all-round task scores; pick Nemotron 3 Nano Omni (free) if you need lower cost.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.

Who wins by task?

TaskGoogle: Gemini 3.1 Flash LiteNVIDIA: Nemotron 3 Nano Omni (free)
SQL Generation 133 123
Code Review 132 122
Code Completion 131 129
Code Refactoring 136 123
Bug Fixing 136 130
Unit Test Generation 124 113
Code Documentation 131 126
Regex Writing 119 120
CI/CD Pipelines 120 113
Frontend Component Design 122 118
Data Analysis 124 120
CSV / Spreadsheet Cleanup 133 116
ETL Scripting 128 118
JSON Extraction 131 120
Bulk Data Labeling 129 126
OCR / Document Parsing 131 120
Table Extraction from PDFs 131 120
Long-Document Summarization 137 129
Short-Form Summarization 123 124
Blog Post Writing 121 119

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

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