head-to-head

Ling-3.0-flash vs Anthropic: Claude Sonnet 5 (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-18.

	Ling-3.0-flash	Anthropic: Claude Sonnet 5 (batch)
Vendor	inclusionai	anthropic
Quality Score	100	100
Benchmark Score	64.4	91.6
Input Price	$0.02/M	$1.00/M
Output Price	$0.06/M	$5.00/M
Context Window	262,144	1,000,000
Max Output	32,768	128,000
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	-	✓
Audio	-	-
Benchmark Scores
ai_index	62.4	91.2
ai_index_agentic	48.4	82.0
ai_index_coding	83.6	100.0

Who wins by task?

Task	Ling-3.0-flash	Anthropic: Claude Sonnet 5 (batch)
SQL Generation	159	172
Code Review	152	168
Code Completion	130	120
Code Refactoring	148	165
Bug Fixing	162	182
Unit Test Generation	144	155
Code Documentation	135	143
Regex Writing	132	136
CI/CD Pipelines	135	145
Frontend Component Design	110	147
Data Analysis	158	172
CSV / Spreadsheet Cleanup	145	154
ETL Scripting	142	155
JSON Extraction	146	140
Bulk Data Labeling	134	126
OCR / Document Parsing	95	147
Table Extraction from PDFs	95	147
Long-Document Summarization	146	160
Short-Form Summarization	130	123
Blog Post Writing	133	141

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