head-to-head

Thinking Machines: Inkling vs NVIDIA: Nemotron 3 Nano Omni (free)

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

Thinking Machines: Inkling NVIDIA: Nemotron 3 Nano Omni (free)
Vendorthinkingmachinesnvidia
Quality Score100100
Input Price$1.00/MFree
Output Price$4.05/MFree
Context Window524,288256,000
Max Output471,85965,536
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 Inkling costs $2.01, so Nemotron 3 Nano Omni (free) is free for the same work.

Inkling reads up to 524,288 tokens at once, roughly 786 pages of text, against about 384 pages for Nemotron 3 Nano Omni (free).

Only Nemotron 3 Nano Omni (free) offers video input.

Across the 18 tasks where they differ, Inkling scores higher on 13 (SQL Generation, Code Review, Code Refactoring and others), Nemotron 3 Nano Omni (free) on 5 (Code Completion, Regex Writing, JSON Extraction and others).

Inkling was released in July 2026 and Nemotron 3 Nano Omni (free) in April 2026.

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

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?

TaskThinking Machines: InklingNVIDIA: Nemotron 3 Nano Omni (free)
SQL Generation 125 123
Code Review 128 122
Code Completion 119 129
Code Refactoring 132 123
Bug Fixing 136 130
Unit Test Generation 116 113
Code Documentation 131 126
Regex Writing 119 120
CI/CD Pipelines 116 113
CSV / Spreadsheet Cleanup 121 116
ETL Scripting 124 118
JSON Extraction 111 120
Bulk Data Labeling 116 126
OCR / Document Parsing 123 120
Table Extraction from PDFs 123 120
Long-Document Summarization 137 129
Short-Form Summarization 115 124
Blog Post Writing 121 119

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

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