Executive Strategy
Your Organization Doesn't Have an AI Problem. It Has a Strategy Problem.
By Pionne Corbin · Published August 29, 2026 · 4 min read
Organizations that struggle with AI adoption almost never fail because the technology doesn't work — they fail because no one asked the right business questions first.
The pattern is familiar
A leadership team buys an AI tool, runs a pilot, and waits for results. The pilot produces a demo. The demo produces enthusiasm. The enthusiasm produces… another pilot. Months later, nothing has changed in the operation. The tool gets blamed. The real culprit was the question that was never asked: "Which workflow are we actually trying to improve, and by how much?"
Strategy is a workflow question
AI strategy is not a technology decision. It is a workflow decision. The work is to pick the one workflow that is bleeding the most time or margin, map how it runs today, and find the specific step where AI can recover capacity. Then — and only then — do you choose a tool.
When you start with the workflow, the tool choice becomes obvious and small. When you start with the tool, the workflow becomes invisible and the project stalls.
What changes when you start right
The teams that succeed with AI share one habit: they name a measurable outcome before they name a vendor. "Reduce quote preparation time by 40%" is a strategy. "Use AI" is not. The first sentence produces a roadmap; the second produces a pilot loop.
If your AI initiative has stalled, the fix is rarely a better tool. It's a better question — and someone to help you answer it.
Pionne Corbin
Founder of Corbin Consulting LLC, a Richmond, Virginia AI strategy firm. Certified AI Consultant (IAAIC) and former GEICO executive with 30 years in P&C insurance operations, including executive roles at GEICO and Afiniti.
FAQ
Frequently Asked Questions
How can an independent insurance agency start using AI?
Start with one frontline workflow that is losing time, such as quote preparation, renewal follow-up or routine service requests. Map how the work is done today, decide which steps need human judgment, and apply AI to the repetitive steps first. Measure hours saved before expanding to a second workflow.
How do I evaluate AI vendors for my agency?
Start from the workflow, not the vendor. Name the measurable outcome you want, map the steps in the workflow, and ask each vendor specifically how they handle the repetitive steps and where a human stays in the loop. A vendor that can't answer in workflow terms is selling a tool, not a result.
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