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The demo was flawless. The board applauded. Six months later it was quietly shelved.

15April26

80% of enterprise AI pilots never reach production. Not because the technology failed — because the foundation wasn’t right.

I watched a retail client spend 4 months building an Agentforce agent. Launched to 3,000 customers. Rolled back by Friday. A stale integration nobody had tested under real load.

We rebuilt on a clean foundation — one use case, governed, load-tested. Second launch held. 80% adoption in 30 days.

Three things that kill AI pilots:

❌ Dirty data → agent gives wrong answers → team stops trusting it in week two
❌ No success metric → CFO pulls budget → nobody can say what it delivered
❌ No governance → legal shuts it down → couldn’t prove compliance when asked

Before your next AI initiative — four questions:

  • Is your CRM data clean enough for an agent to act on?
  • Do you have one measurable outcome with a deadline?
  • Have you load-tested at real data volumes in sandbox?
  • Is your governance operational — not just documented?

If any answer is no — fix the foundation first. The agent will follow.

⏱ AI readiness audit: 8–12 hrs with a senior consultant.

💬 What broke first in your AI pilot?

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