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 2026-09-23.

	Thinking Machines: Inkling	NVIDIA: Nemotron 3 Nano Omni (free)
Vendor	thinkingmachines	nvidia
Quality Score	100	100
Benchmark Score	39.4	-
Input Price	$1.00/M	Free
Output Price	$4.05/M	Free
Context Window	1,048,576	256,000
Max Output	471,859	65,536
Tool Calling	✓	✓
Structured Output	-	-
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	✓	✓
Benchmark Scores
ai_index	41.2	-

Who wins by task?

Task	Thinking Machines: Inkling	NVIDIA: Nemotron 3 Nano Omni (free)
SQL Generation	130	123
Code Review	135	122
Code Completion	119	129
Code Refactoring	138	123
Bug Fixing	143	130
Unit Test Generation	120	113
Code Documentation	134	126
Regex Writing	123	120
CI/CD Pipelines	120	113
Frontend Component Design	122	118
Data Analysis	126	120
CSV / Spreadsheet Cleanup	123	116
ETL Scripting	129	118
JSON Extraction	111	120
Bulk Data Labeling	116	126
OCR / Document Parsing	125	120
Table Extraction from PDFs	125	120
Long-Document Summarization	144	129
Short-Form Summarization	117	124
Blog Post Writing	126	119

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