The pilot trap
Most companies that say they are doing AI are doing pilots. A pilot is a low-stakes experiment with no clear path to production. It feels like progress and produces almost no impact. The AI team gets to look busy and the CFO gets to keep the budget small. Everyone is comfortable. Nothing changes.
The roadmap framework I use exists to break that pattern, and the day-by-day 90-day version of this roadmap shows how it lands on a real calendar.
The three production gates
Gate 1: business sponsor. Every use case has a named executive who will be the public face of the win or the loss. No sponsor, no go.
Gate 2: success metric. A single, measurable, time-bound metric defined before the build starts. If you cannot define it in one sentence, it is not ready.
Gate 3: production owner. The person who will run the use case in week 14 is identified in week 1. They are part of the build from day one. No production owner, no production.
The portfolio approach
A 90-day roadmap should run between three and five use cases in parallel, not one. The portfolio approach hedges against the inevitable surprises and creates more learning across the team.
Mix the portfolio. One revenue use case. One cost use case. One governance use case. One internal-facing leverage play. Diversification reduces the blast radius of any single failure and gives the executive narrative more shape.
The cadence that ships
Weekly stand-ups by use case team. Bi-weekly steering committee with the business sponsors. Monthly executive review with the CEO. Quarterly board update.
This is not heavy. It is just enough rhythm to keep the work honest and visible. Skip any of these and you will pay for it at day 75 when the most important use case is silently behind.
What production really means
Production is not a demo. Production is real users using the use case in their real workflow with real money or real time on the line. Until that happens, the use case is a pilot, no matter how polished the demo deck looks.
Define production explicitly at the start of the engagement, whether it is led internally or by a Fractional Chief AI Officer. Write it down. Hold the team to it.
Want to apply this to your company? My Fractional Chief AI Officer engagements turn this thinking into 90 days of measurable production impact. Book a 30-minute call.