AI Workflow Challenges

Introduction

Build multi-step AI workflows for real-world problems — these challenges force you to use routers, parallel calls, reflection, and human-in-the-loop.

Understanding the topic

Core concepts to understand:

• Sales-lead enrichment pipeline (CRM → research → score → write to CRM).
• Support ticket triage with auto-reply and escalation.
• Resume → JD matching with a 0–100 score and explanation.
• Document-comparison workflow with diff highlighting.
• Long article → social-media multi-platform repurposer.

Syntax reference

Visual workflow / architecture:

Trigger → Router → branches → Aggregator → Side effects
                                          │
                                          ▼
                                       Human gate (optional)

Real-world use

Workflows like these power Clay.com (lead enrichment), Intercom Fin (ticket triage), Apollo.io.

Best practices

• Decompose aggressively — small steps debug easier.
• Always log inter-step state.

Hands-on exercise

Interview preparation — practice these questions:

• Q1. Design a lead-enrichment workflow.
• Q2. Where would you add human gates?
• Q3. How do you handle partial failures?