picksbymodel Get API access →
head-to-head

MoonshotAI: Kimi K2.7 Code (batch) vs Google: Gemini 3.1 Flash Lite

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

MoonshotAI: Kimi K2.7 Code (batch) Google: Gemini 3.1 Flash Lite
Vendormoonshotaigoogle
Quality Score100100
Benchmark Score73.5-
Input Price$0.47/M$0.25/M
Output Price$2.00/M$1.50/M
Context Window262,1441,048,576
Max Output-65,536
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index71.0-
ai_index_agentic50.0-
ai_index_coding100.0-

Who wins by task?

TaskMoonshotAI: Kimi K2.7 Code (batch)Google: Gemini 3.1 Flash Lite
SQL Generation 163 133
Code Review 156 132
Code Completion 130 131
Code Refactoring 151 136
Bug Fixing 166 136
Unit Test Generation 147 124
Code Documentation 135 131
Regex Writing 133 119
CI/CD Pipelines 138 120
Frontend Component Design 143 122
Data Analysis 162 124
CSV / Spreadsheet Cleanup 147 133
ETL Scripting 144 128
JSON Extraction 148 131
Bulk Data Labeling 134 129
OCR / Document Parsing 142 131
Table Extraction from PDFs 142 131
Long-Document Summarization 147 137
Short-Form Summarization 130 123
Blog Post Writing 134 121

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

Related comparisons

Meta: Muse Spark 1.2 vs MoonshotAI: Kimi K2.7 Code (batch) Meta: Muse Spark 1.2 vs Google: Gemini 3.1 Flash Lite Qwen: Qwen3.8 Max vs MoonshotAI: Kimi K2.7 Code (batch) Qwen: Qwen3.8 Max vs Google: Gemini 3.1 Flash Lite Thinking Machines: Inkling Small vs MoonshotAI: Kimi K2.7 Code (batch) Thinking Machines: Inkling Small vs Google: Gemini 3.1 Flash Lite Qwen: Qwen3.7 Flash vs MoonshotAI: Kimi K2.7 Code (batch) Qwen: Qwen3.7 Flash vs Google: Gemini 3.1 Flash Lite