Agents: Deep Technical Walkthrough

Agents: Deep Technical Walkthrough#

This section covers every agent in the Utility Lead Platform pipeline — how each one works, which files and functions are involved, and what agentic concepts and technologies are used.

Agent

Role

Scout

Discovers companies from multiple sources

Analyst

Scores and enriches leads, estimates savings

Writer

Generates personalized outreach emails via LLM + Critic loop

Outreach

Sends emails, manages 3-touch follow-up sequences

Tracker

Classifies replies, updates lead status, alerts sales team

Orchestrator

Controls full pipeline, task dispatch, health monitoring, weekly reports

Chat Agent

Natural-language interface — intent classification, confidence-gated routing, 6 tools