head-to-head

DeepSeek: DeepSeek V4 Flash Latest vs inclusionAI: Ling 3.0 Flash

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

	DeepSeek: DeepSeek V4 Flash Latest	inclusionAI: Ling 3.0 Flash
Vendor	~deepseek	inclusionai
Quality Score	99	100
Benchmark Score	-	39.3
Input Price	$0.03/M	$0.02/M
Output Price	$0.80/M	$0.06/M
Context Window	1,310,720	262,144
Max Output	943,718	32,768
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	-	-
Audio	-	-
Benchmark Scores
ai_index	-	41.1

Who wins by task?

Task	DeepSeek: DeepSeek V4 Flash Latest	inclusionAI: Ling 3.0 Flash
SQL Generation	133	136
Code Review	131	134
Code Completion	131	130
Code Refactoring	135	134
Bug Fixing	135	138
Unit Test Generation	123	126
Code Documentation	131	130
Regex Writing	119	124
CI/CD Pipelines	119	122
Frontend Component Design	91	96
Data Analysis	123	130
CSV / Spreadsheet Cleanup	133	130
ETL Scripting	127	128
JSON Extraction	131	132
Bulk Data Labeling	129	130
OCR / Document Parsing	85	85
Table Extraction from PDFs	85	85
Long-Document Summarization	137	136
Short-Form Summarization	123	126
Blog Post Writing	121	124

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