Can a demo use real AI provider APIs?

Yes, but the calls should be brokered through a server endpoint with quotas, prompt policy, logging, and a fallback path.

What should never be exposed in a demo?

Secrets, production customer data, payment mutations, raw CRM tokens, unrestricted tool calls, and private prompts should never be exposed.

Closeaim Software Solutions

AI safety · 2025-10-18

Public demos should feel real enough to sell the capability and constrained enough to avoid secrets, writes, quota drains, and prompt abuse.