venkatchittoor

Customer Behavior Crew

Name: Customer Behavior Crew
Author: venkatchittoor

Data community

SOURCE https://github.com/venkatchittoor/customer-behavior-crew

Description

A multi-agent AI crew for customer behavior analysis — an Orchestrator routes business questions to specialist Data and Business agents, synthesizes their outputs, and returns a single coherent answer. Built with Claude API + Databricks. Designed for extensibility.

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

README

🤝 Customer Behavior Crew

*A multi-agent AI crew that answers business questions about customer behavior — an Orchestrator routes questions to specialist Data and Business agents, coordinates their execution, and synthesizes a single executive-ready answer. Built with Claude API + Databricks. Designed for extensibility.*

Business Impact

Complex customer behavior questions typically require a data analyst to query the data and a business analyst to interpret it — two specialists, hours of back-and-forth. This crew answers those questions in seconds by routing to the right specialist agent automatically, then synthesizing a unified response. A consulting firm in a notebook.

The Leap: From Agent to Crew

The previous projects in this portfolio — `data-incident-agent` and `pricing-decision-agent` — are single agents. One agent observes, reasons, and acts. It is a generalist.

This project is different. It is a crew.

	Single agent	Multi-agent crew
Structure	One agent does everything	Specialists collaborate
Routing	Fixed execution path	Orchestrator decides dynamically
Extensibility	Add logic to one file	Add a new agent file, register it
Analogy	Solo consultant	Consulting firm

In a consulting firm, the partner doesn't run the analysis — they manage the engagement. The analyst doesn't write the strategy deck — they produce the numbers. The strategist doesn't query the database — they interpret what the analyst found.

Each specialist is better at their job precisely because they don't do anyone else's job.

The Crew

Business question
      │
      ▼
┌─────────────────────────────────────┐
│           Orchestrator              │
│  Routes · Coordinates · Synthesizes │
│  Never touches the database         │
└────────────┬───────────────┬────────┘
             │               │
             ▼               ▼
    ┌──────────────┐  ┌────────────────┐
    │  Data Agent