What separates demo chatbots from production AI agents

Most chatbot demos fail in production for the same reasons: ungrounded answers, no escalation path, and no analytics on unresolved intents.

A production agent needs a knowledge layer (RAG or curated policies), prompt guardrails, clear human handoff, and logging that shows where the model hesitates.

At Pixipine we ship agents as product surfaces — bilingual, measurable, and connected to your CRM — not as isolated widgets.

If you are evaluating AI for support or sales, start with the top 20 intents and prove deflection quality before expanding coverage.