Engineering Project Onboarding

The Challenge

Engineers joining a new project face a steep learning curve:

• Scattered documentation across Confluence, READMEs, and wikis
• Tribal knowledge locked in Slack threads
• Unknown ownership — who to ask about what
• Code archaeology — finding relevant files and patterns

This onboarding takes days and distracts current team members.

The AI Desk Solution

AI Desk compiles a complete project overview — documentation, owners, code pointers, and recent context — in minutes.

The Workflow

Step 1: Request Project Overview

Input: "Onboard me to the Payment Service project"
Connectors Used:
├── Confluence (documentation)
├── GitHub (code, PRs, owners)
├── Jira (tickets, roadmap)
├── Slack (team channels, discussions)
└── Linear (if used)

Step 2: Comprehensive Gathering

AI Desk finds:

• All relevant documentation
• Key code files and architecture
• Project owners and experts
• Recent tickets and discussions
• Communication channels

Step 3: Structured Onboarding Guide

Delivers everything a new team member needs.

Example Output

🛠️ Project Onboarding: Payment Service

OVERVIEW
The Payment Service handles all payment processing, 
subscription management, and billing operations. It 
integrates with Stripe and manages webhook handling 
for real-time payment events.

KEY OWNERS & EXPERTS
├── Taylor Morgan – Lead engineer, core payment logic
├── Renee Patel – DevOps, deployment and infrastructure
├── Chris Watanabe – Billing integrations, Stripe expert
└── Leslie Kim – PM, roadmap and priorities

DOCUMENTATION
├── Payment Service Architecture (Confluence)
├── API Reference Guide (GitHub Wiki)
├── Stripe Integration Runbook (Google Docs)
└── Deployment Playbook (Confluence)

RECENT JIRA TICKETS
├── PAY-1073: Add retry logic for failed webhooks
├── PAY-1099: Support multi-currency checkout
└── PAY-1102: Improve error handling for edge cases

SLACK CHANNELS
├── #payment-service – Main team channel
├── #billing-alerts – Automated alerts
└── #oncall-payments – On-call discussions

CODE POINTERS
├── /services/payment/core/processor.py – Main payment logic
├── /services/payment/stripe/webhook.py – Webhook handling
├── /services/payment/billing/subscription.py – Subscription mgmt
└── /infra/terraform/payment-service.tf – Infrastructure

GETTING STARTED
Clone repo and follow README setup
Request access to Stripe test dashboard
Join #payment-service Slack channel
Schedule intro chat with Taylor Morgan

Human + AI Collaboration

Value Proposition

• Time Saved: 4+ hours of searching
• Faster Productivity: Contributing sooner
• Less Disruption: Fewer interruptions to team
• Consistent Onboarding: Same quality for everyone