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Ling-3.0-flash vs MoonshotAI: Kimi K2.7 Code (batch)

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

Ling-3.0-flash MoonshotAI: Kimi K2.7 Code (batch)
Vendorinclusionaimoonshotai
Quality Score100100
Benchmark Score64.473.5
Input Price$0.02/M$0.47/M
Output Price$0.06/M$2.00/M
Context Window262,144262,144
Max Output32,768-
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision-✓
Audio--
Benchmark Scores
ai_index62.471.0
ai_index_agentic48.450.0
ai_index_coding83.6100.0

Who wins by task?

TaskLing-3.0-flashMoonshotAI: Kimi K2.7 Code (batch)
SQL Generation 159 163
Code Review 152 156
Code Completion 130 130
Code Refactoring 148 151
Bug Fixing 162 166
Unit Test Generation 144 147
Code Documentation 135 135
Regex Writing 132 133
CI/CD Pipelines 135 138
Frontend Component Design 110 143
Data Analysis 158 162
CSV / Spreadsheet Cleanup 145 147
ETL Scripting 142 144
JSON Extraction 146 148
Bulk Data Labeling 134 134
OCR / Document Parsing 95 142
Table Extraction from PDFs 95 142
Long-Document Summarization 146 147
Short-Form Summarization 130 130
Blog Post Writing 133 134

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

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