head-to-head

NVIDIA: Nemotron 3 Nano Omni (free) vs OpenAI: GPT-5.4

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

NVIDIA: Nemotron 3 Nano Omni (free) OpenAI: GPT-5.4
Vendornvidiaopenai
Quality Score100100
Benchmark Score-89.6
Input PriceFree$2.50/M
Output PriceFree$15.00/M
Context Window256,0001,050,000
Max Output65,536128,000
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index-84.8
ai_index_agentic-67.8
ai_index_coding-100.0
eqbench-75.6

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Nemotron 3 Nano Omni (free) costs $0 and GPT-5.4 costs $6.25, so Nemotron 3 Nano Omni (free) is free for the same work.

GPT-5.4 reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 384 pages for Nemotron 3 Nano Omni (free).

Only Nemotron 3 Nano Omni (free) offers audio input and video input; only GPT-5.4 offers structured output.

Across the 20 tasks where they differ, Nemotron 3 Nano Omni (free) scores higher on 3 (Code Completion, Bulk Data Labeling, Short-Form Summarization), GPT-5.4 on 17 (SQL Generation, Code Review, Code Refactoring and others).

Nemotron 3 Nano Omni (free) was released in April 2026 and GPT-5.4 in March 2026.

Pick Nemotron 3 Nano Omni (free) if you need lower cost, audio input or video input; pick GPT-5.4 if you need long documents, structured output or the stronger all-round task scores.

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?

TaskNVIDIA: Nemotron 3 Nano Omni (free)OpenAI: GPT-5.4
SQL Generation 123 174
Code Review 122 175
Code Completion 129 120
Code Refactoring 123 173
Bug Fixing 130 187
Unit Test Generation 113 158
Code Documentation 126 146
Regex Writing 120 136
CI/CD Pipelines 113 149
Frontend Component Design 118 148
Data Analysis 120 173
CSV / Spreadsheet Cleanup 116 157
ETL Scripting 118 161
JSON Extraction 120 137
Bulk Data Labeling 126 122
OCR / Document Parsing 120 148
Table Extraction from PDFs 120 148
Long-Document Summarization 129 167
Short-Form Summarization 124 122
Blog Post Writing 119 143

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

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