head-to-head

DeepSeek: DeepSeek V4 Flash Vision Exp vs Ling-3.0-flash

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-22.

	DeepSeek: DeepSeek V4 Flash Vision Exp	Ling-3.0-flash
Vendor	deepseek	inclusionai
Quality Score	100	100
Benchmark Score	-	64.4
Input Price	$0.22/M	$0.02/M
Output Price	$0.66/M	$0.06/M
Context Window	1,048,576	262,144
Max Output	384,000	32,768
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	✓	-
Audio	-	-
Benchmark Scores
ai_index	-	62.4
ai_index_agentic	-	48.4
ai_index_coding	-	83.6

Who wins by task?

Task	DeepSeek: DeepSeek V4 Flash Vision Exp	Ling-3.0-flash
SQL Generation	133	159
Code Review	132	152
Code Completion	131	130
Code Refactoring	136	148
Bug Fixing	136	162
Unit Test Generation	124	144
Code Documentation	131	135
Regex Writing	119	132
CI/CD Pipelines	120	135
Frontend Component Design	122	110
Data Analysis	124	158
CSV / Spreadsheet Cleanup	133	145
ETL Scripting	128	142
JSON Extraction	131	146
Bulk Data Labeling	129	134
OCR / Document Parsing	131	95
Table Extraction from PDFs	131	95
Long-Document Summarization	137	146
Short-Form Summarization	123	130
Blog Post Writing	121	133

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