picksbymodel Get API access →
head-to-head

Ling-3.0-flash vs MoonshotAI: Kimi K3 (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-04.

Ling-3.0-flash MoonshotAI: Kimi K3 (batch)
Vendorinclusionaimoonshotai
Quality Score100100
Benchmark Score64.096.2
Input Price$0.02/M$3.00/M
Output Price$0.06/M$15.00/M
Context Window262,1441,048,576
Max Output32,768943,718
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision-✓
Audio--
Benchmark Scores
ai_index62.498.5
ai_index_agentic48.489.5
ai_index_coding83.6100.0

Who wins by task?

TaskLing-3.0-flashMoonshotAI: Kimi K3 (batch)
SQL Generation 159 173
Code Review 152 170
Code Completion 130 118
Code Refactoring 148 167
Bug Fixing 162 185
Unit Test Generation 144 157
Code Documentation 135 141
Regex Writing 132 135
CI/CD Pipelines 135 147
Frontend Component Design 110 149
Data Analysis 158 175
CSV / Spreadsheet Cleanup 145 153
ETL Scripting 142 157
JSON Extraction 146 138
Bulk Data Labeling 134 122
OCR / Document Parsing 95 147
Table Extraction from PDFs 95 147
Long-Document Summarization 146 161
Short-Form Summarization 130 122
Blog Post Writing 133 141

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

Related comparisons

Meta: Muse Spark 1.3 Contributor vs Ling-3.0-flash Meta: Muse Spark 1.3 Contributor vs MoonshotAI: Kimi K3 (batch) Meta: Muse Spark 1.3 vs Ling-3.0-flash Meta: Muse Spark 1.3 vs MoonshotAI: Kimi K3 (batch) Google: Gemini 3.8 Flash vs Ling-3.0-flash Google: Gemini 3.8 Flash vs MoonshotAI: Kimi K3 (batch) Google: Gemini 3.8 Flash (batch) vs Ling-3.0-flash Google: Gemini 3.8 Flash (batch) vs MoonshotAI: Kimi K3 (batch)