Project Ideas

Use these when you want variations beyond the main roadmap projects.

Beginner

• Sales forecasting dashboard.
• Customer churn classifier.
• Document Q&A over personal notes.
• Support ticket classifier.
• Expense categorization model.

Intermediate

• Invoice extraction and validation.
• Semantic search over product documentation.
• AI customer support assistant with citations.
• Recommendation system.
• Fraud detection prototype.
• Meeting summary and action item extractor.

Advanced

• Multi-tenant knowledge assistant.
• Agent for finance operations with approval workflow.
• AI evaluation platform.
• Document intelligence platform with human review.
• Cloud-native AI API with autoscaling and observability.
• Secure enterprise assistant with RAG and tools.

Product Case Study Ideas

• Automating invoice review.
• Reducing support response time.
• Improving internal knowledge retrieval.
• Reducing inventory stockout risk.
• Improving document review workflow.
• Automating operational reporting.

Selection Criteria

Choose ideas that have:

• Clear user problem.
• Available data or mock data.
• Measurable outcome.
• Security or reliability trade-offs.
• A demo that can be explained quickly.