AI Use Cases Library
Lead: start from the business problem, then pick a pattern. Do not start from the word RAG.
Find the right implementation pattern for your business problem.
By Complexity
| Use Case | Complexity | Time to Build | Value |
|---|---|---|---|
| Summarization | ⭐ | 1 day | High |
| Extraction | ⭐ | 1 day | High |
| Semantic Search | ⭐⭐ | 3 days | Very High |
| Chatbot (RAG) | ⭐⭐ | 1 week | Moderate |
| Autonomous Agents | ⭐⭐⭐⭐ | 1 month | Experimental |
By Function
Customer Support
- Ticket Auto-Triage: Read ticket -> Label as "Billing" -> Route to team.
- Draft Replies: Suggest answers for agents to approve.
E-Commerce
- Semantic Search: "Red dress for summer wedding" (vs. keyword "red dress").
- Review Analysis: "What do people hate about this product?"
Internal Ops
- SQL Bot: "Show me revenue for Q3" -> Generates SQL.
- Document Q&A: HR Policy bot.