head-to-head

inclusionAI: Ling 3.0 Flash VL vs Google: Gemini 3.5 Flash Lite (batch)

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

	inclusionAI: Ling 3.0 Flash VL	Google: Gemini 3.5 Flash Lite (batch)
Vendor	inclusionai	google
Quality Score	100	100
Benchmark Score	38.6	34.2
Input Price	$0.06/M	$0.15/M
Output Price	$0.18/M	$1.25/M
Context Window	131,072	1,048,576
Max Output	32,768	65,536
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	-	✓
Benchmark Scores
ai_index	40.5	36.6

Who wins by task?

Task	inclusionAI: Ling 3.0 Flash VL	Google: Gemini 3.5 Flash Lite (batch)
SQL Generation	133	138
Code Review	128	139
Code Completion	127	132
Code Refactoring	126	141
Bug Fixing	132	143
Unit Test Generation	123	128
Code Documentation	124	135
Regex Writing	124	123
CI/CD Pipelines	119	124
Frontend Component Design	126	126
Data Analysis	130	129
CSV / Spreadsheet Cleanup	124	135
ETL Scripting	122	133
JSON Extraction	132	131
Bulk Data Labeling	129	129
OCR / Document Parsing	127	132
Table Extraction from PDFs	127	132
Long-Document Summarization	128	143
Short-Form Summarization	126	125
Blog Post Writing	121	126

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