head-to-head

DeepSeek: DeepSeek V4 Flash Vision Exp (batch) vs inclusionAI: Ling 3.0 Flash

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

	DeepSeek: DeepSeek V4 Flash Vision Exp (batch)	inclusionAI: Ling 3.0 Flash
Vendor	deepseek	inclusionai
Quality Score	100	100
Benchmark Score	80.1	52.7
Input Price	$0.11/M	$0.02/M
Output Price	$0.33/M	$0.06/M
Context Window	1,048,576	262,144
Max Output	943,718	32,768
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	✓	-
Audio	-	-
Benchmark Scores
ai_index	57.8	41.1
ai_index_agentic	79.4	34.6
ai_index_coding	100.0	83.6

Who wins by task?

Task	DeepSeek: DeepSeek V4 Flash Vision Exp (batch)	inclusionAI: Ling 3.0 Flash
SQL Generation	169	155
Code Review	161	147
Code Completion	133	130
Code Refactoring	159	144
Bug Fixing	175	155
Unit Test Generation	151	140
Code Documentation	141	132
Regex Writing	134	129
CI/CD Pipelines	141	132
Frontend Component Design	143	106
Data Analysis	167	152
CSV / Spreadsheet Cleanup	153	143
ETL Scripting	150	138
JSON Extraction	149	145
Bulk Data Labeling	135	134
OCR / Document Parsing	145	94
Table Extraction from PDFs	145	94
Long-Document Summarization	156	141
Short-Form Summarization	131	128
Blog Post Writing	137	129

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