userchat-to-sop-pipeline

What problem does it solve?

This orchestration skill automates turning Excel-based customer support data into production-ready Agent SOP documents and flowcharts, reducing manual work and accelerating deployment.

Core Features & Use Cases

• End-to-end pipeline orchestration across four stages: Clustering (Python), Pattern Extraction (LLM), SOP Generation (LLM), and Flowchart Generation (LLM + Mermaid) with consistent outputs at each stage.
• Generates SOP files (TS_.sop.md, HT_.sop.md) and Mermaid flowcharts ready for deployment in ALF/Agent environments, including optional SVG outputs.
• Supports multi-language workflows (Korean and Japanese) and configurable auto-proceed to enable hands-off runs in production.
• Real-world use case: transform a dataset of customer-support conversations into actionable SOPs and flowcharts that guide agents and automation pipelines.

Quick Start

Run the full pipeline with /userchat-to-sop-pipeline to start Stage 1 clustering and automatically generate all downstream artifacts.