05/28/2026
Only 5% of AI pilots deliver real P&L impact.
What's their secret?
After analyzing numerous mid-market AI initiatives, a consistent through-line has been identified. Every successful pilot shared these four core characteristics. If a pilot failed, it was typically missing at least two of them.
The four essential actions of successful AI pilots are:
1. They picked a workflow, not a "use case".
2. They wrote the ROI baseline before they built anything.
3. They engineered the human review loop. They didn't bolt it on.
4. They put one operator on it for ninety days.
These principles are key to turning AI potential into measurable business outcomes.
Understand how these four foundational characteristics can elevate your AI pilot's success. https://davincisolutions.ai/insights/ai-pilots