head-to-head

DeepSeek: DeepSeek 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 Flash Latest	inclusionAI: Ling 3.0 Flash
Vendor	~deepseek	inclusionai
Quality Score	100	100
Benchmark Score	-	39.3
Input Price	$0.10/M	$0.02/M
Output Price	$0.49/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	-	41.1

Who wins by task?

Task	DeepSeek: DeepSeek Flash Latest	inclusionAI: Ling 3.0 Flash
SQL Generation	133	136
Code Review	132	134
Code Completion	131	130
Code Refactoring	136	134
Bug Fixing	136	138
Unit Test Generation	124	126
Code Documentation	131	130
Regex Writing	119	124
CI/CD Pipelines	120	122
Frontend Component Design	122	96
Data Analysis	124	130
CSV / Spreadsheet Cleanup	133	130
ETL Scripting	128	128
JSON Extraction	131	132
Bulk Data Labeling	129	130
OCR / Document Parsing	131	85
Table Extraction from PDFs	131	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 →