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AI Strategy 7 min read

The AI Roadmap: Why 90 Days Is the Magic Number

Why 90 Days?

Three months is long enough to build something real. It's short enough to stay focused. It's short enough that priorities don't completely shift.

Quarterly planning beats annual planning when you're doing something new. You learn too much in the first 90 days to stick to a 12-month plan.

The 90-Day Structure

Month 1: Foundation

Pick your first agent. Understand the workflow. Design how it should work. Start building.

By end of month one: You have a working prototype. It's not polished. It works.

Month 2: Refinement

You're using the agent with your team. Finding bugs. Fixing edge cases. Teaching people how to use it.

By end of month two: The agent is production-ready. Your team is comfortable with it. You have real data on time savings.

Month 3: Optimization and Planning

You're running it live. You're optimizing based on feedback. And you're planning the next agent.

By end of month three: You have a proven win. You have confidence to do it again. You have a backlog of what comes next.

What a Good 90-Day Plan Looks Like

Q2: Agent #1 — Demand Planning (Sarah saves 6 hours/week)
Q3: Agent #2 — Report Generation (James saves 8 hours/week)
Q4: Agent #3 — Email Triage (Ashley saves 5 hours/week)
2026: Scale Phase 2 agents based on Phase 1 wins

Each quarter one new agent. Each one proven before you start the next. Cumulative impact by end of year: 19 hours/week saved, roughly $50,000 annually.

That's sustainable. That's not trying to boil the ocean.

What to Avoid

Don't plan five agents in the first quarter. You'll finish none of them.

Don't plan 12 months out. You don't know what you'll learn in month two.

Don't skip planning. "We'll figure it out as we go" means you'll get distracted and derail.

The Quarterly Refresh

At the end of each quarter, you review. "Agent #1 is working. Here's what we learned. Here's what comes next."

That information changes your roadmap. Maybe agent #2 is more valuable than you thought. Maybe a different workflow is higher priority. That's fine. That's the point of the quarterly cycle.

Long-term vision matters. "We're going to automate 200 hours annually." But the path to get there should be quarterly and flexible.

One More Thing

Share the roadmap with your team. Not as a mandate. As a conversation. "Here's what we're thinking. What would be most valuable to automate first?"

Team input beats executive guessing every time.

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