head-to-head

inclusionAI: Ling 3.0 Flash VL vs DeepSeek: DeepSeek V4 Flash Vision Exp

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

	inclusionAI: Ling 3.0 Flash VL	DeepSeek: DeepSeek V4 Flash Vision Exp
Vendor	inclusionai	deepseek
Quality Score	100	100
Benchmark Score	38.6	57.7
Input Price	$0.06/M	$0.22/M
Output Price	$0.18/M	$0.66/M
Context Window	131,072	1,048,576
Max Output	32,768	943,718
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	-	-
Benchmark Scores
ai_index	40.5	57.5

Who wins by task?

Task	inclusionAI: Ling 3.0 Flash VL	DeepSeek: DeepSeek V4 Flash Vision Exp
SQL Generation	133	140
Code Review	128	142
Code Completion	127	133
Code Refactoring	126	145
Bug Fixing	132	146
Unit Test Generation	123	130
Code Documentation	124	137
Regex Writing	124	125
CI/CD Pipelines	119	126
Frontend Component Design	126	128
Data Analysis	130	132
CSV / Spreadsheet Cleanup	124	136
ETL Scripting	122	136
JSON Extraction	132	131
Bulk Data Labeling	129	129
OCR / Document Parsing	127	133
Table Extraction from PDFs	127	133
Long-Document Summarization	128	147
Short-Form Summarization	126	126
Blog Post Writing	121	128

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