Why can't AI deployment be just a chatbot?

A chatbot without data foundation, security rules, and ops support quickly gives wrong answers or gets abandoned. FFDE requires all five pillars; Agents must embed in business workflows and be MVP-ready, auditable, and handoff-ready.

Key points

  • No ① Data & Knowledge: wrong answers, no citations
  • No ② LLM Platform governance: invisible costs
  • No ③ workflow embedding: Agent becomes an island
  • No ④ Governance & Security: uncontrolled data risk
  • No ⑤ People & Processes: launched then abandoned

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