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Ling-3.0-flash vs xAI: Grok Latest

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

Ling-3.0-flash xAI: Grok Latest
Vendorinclusionai~x-ai
Quality Score100100
Benchmark Score64.410.6
Input Price$0.02/M$2.00/M
Output Price$0.06/M$6.00/M
Context Window262,144500,000
Max Output32,768-
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision-✓
Audio--
Benchmark Scores
ai_index62.412.0
ai_index_agentic48.4-
ai_index_coding83.6-

Who wins by task?

TaskLing-3.0-flashxAI: Grok Latest
SQL Generation 159 134
Code Review 152 134
Code Completion 130 118
Code Refactoring 148 137
Bug Fixing 162 138
Unit Test Generation 144 125
Code Documentation 135 131
Regex Writing 132 119
CI/CD Pipelines 135 121
Frontend Component Design 110 123
Data Analysis 158 125
CSV / Spreadsheet Cleanup 145 133
ETL Scripting 142 129
JSON Extraction 146 122
Bulk Data Labeling 134 119
OCR / Document Parsing 95 131
Table Extraction from PDFs 95 131
Long-Document Summarization 146 139
Short-Form Summarization 130 115
Blog Post Writing 133 122

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

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