head-to-head

Ling-3.0-flash vs Google: Gemini 3.5 Flash Lite (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-18.

	Ling-3.0-flash	Google: Gemini 3.5 Flash Lite (batch)
Vendor	inclusionai	google
Quality Score	100	100
Benchmark Score	64.4	62.3
Input Price	$0.02/M	$0.15/M
Output Price	$0.06/M	$1.25/M
Context Window	262,144	1,048,576
Max Output	32,768	65,536
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	-	✓
Audio	-	✓
Benchmark Scores
ai_index	62.4	61.8
ai_index_agentic	48.4	44.8
ai_index_coding	83.6	81.4

Who wins by task?

Task	Ling-3.0-flash	Google: Gemini 3.5 Flash Lite (batch)
SQL Generation	159	161
Code Review	152	157
Code Completion	130	133
Code Refactoring	148	156
Bug Fixing	162	166
Unit Test Generation	144	146
Code Documentation	135	140
Regex Writing	132	131
CI/CD Pipelines	135	137
Frontend Component Design	110	139
Data Analysis	158	157
CSV / Spreadsheet Cleanup	145	149
ETL Scripting	142	147
JSON Extraction	146	145
Bulk Data Labeling	134	134
OCR / Document Parsing	95	143
Table Extraction from PDFs	95	143
Long-Document Summarization	146	153
Short-Form Summarization	130	129
Blog Post Writing	133	135

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