head-to-head

inclusionAI: Ling 3.0 Flash VL vs Thinking Machines: Inkling

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

Who wins by task?

Task	inclusionAI: Ling 3.0 Flash VL	Thinking Machines: Inkling
SQL Generation	133	130
Code Review	128	135
Code Completion	127	119
Code Refactoring	126	138
Bug Fixing	132	143
Unit Test Generation	123	120
Code Documentation	124	134
Regex Writing	124	123
CI/CD Pipelines	119	120
Frontend Component Design	126	122
Data Analysis	130	126
CSV / Spreadsheet Cleanup	124	123
ETL Scripting	122	129
JSON Extraction	132	111
Bulk Data Labeling	129	116
OCR / Document Parsing	127	125
Table Extraction from PDFs	127	125
Long-Document Summarization	128	144
Short-Form Summarization	126	117
Blog Post Writing	121	126

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