head-to-head

MoonshotAI: Kimi K2.7 Code vs Google: Gemini 3.1 Flash Lite Preview

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

	MoonshotAI: Kimi K2.7 Code	Google: Gemini 3.1 Flash Lite Preview
Vendor	moonshotai	google
Quality Score	100	100
Benchmark Score	40.9	-
Input Price	$0.71/M	$0.25/M
Output Price	$3.30/M	$1.50/M
Context Window	262,144	1,048,576
Max Output	235,929	65,536
Tool Calling	✓	✓
Structured Output	✓	✓
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	-	✓
Benchmark Scores
ai_index	42.6	-

Who wins by task?

Task	MoonshotAI: Kimi K2.7 Code	Google: Gemini 3.1 Flash Lite Preview
SQL Generation	136	133
Code Review	134	132
Code Completion	129	131
Code Refactoring	134	136
Bug Fixing	138	136
Unit Test Generation	126	124
Code Documentation	129	131
Regex Writing	123	119
CI/CD Pipelines	122	120
Frontend Component Design	127	122
Data Analysis	130	124
CSV / Spreadsheet Cleanup	129	133
ETL Scripting	128	128
JSON Extraction	131	131
Bulk Data Labeling	128	129
OCR / Document Parsing	130	131
Table Extraction from PDFs	130	131
Long-Document Summarization	136	137
Short-Form Summarization	125	123
Blog Post Writing	124	121

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