How to Use AI in Your Startup (Use Cases, Risk, and ROI)

High-ROI starting points for small teams

• Customer support-assist with human review on refunds or policy edge cases.
• Sales enablement: call summaries, CRM hygiene, proposal first drafts.
• Internal knowledge search across docs—not customer-facing facts without QA.

Governance you cannot skip

• Data handling: what leaves your VPC or vendor boundary?
• Hallucination risk on regulated copy—finance, health, legal.
• Human-in-the-loop for irreversible actions.

Evaluation beats vendor demos

Define tasks, golden outputs, and acceptance thresholds. Measure latency, cost per task, and error rates weekly—not once at procurement.

Fit AI into your PH roadmap

National innovation hubs and regional programs increasingly expect responsible AI stories—pair pilots with mentor feedback on feasibility and ethics, not slides covered in buzzwords.