Phase 1: Why Listening Matters

Everyone wants to skip Phase 1. "Just build it," they say. "We know what we need."

No, you don't. And that's why 60% of automation projects fail.

What Phase 1 Actually Does

We don't just interview your domain expert. We:

• 1.Watch them work in real-time
• 2.Record their actual decisions
• 3.Capture the edge cases they handle
• 4.Map the knowledge they don't know they have

Real Example

One client said: "We review homework against a rubric. Simple."

After Phase 1, we found:

• -8 implicit rules not in the rubric
• -3 common edge cases requiring judgment
• -2 shortcuts experts used for efficiency
• -1 critical context check (student history)

The Difference

Without Phase 1:

• -Build based on documented process
• -Miss implicit knowledge
• -60% accuracy
• -Constant retraining needed

With Phase 1:

• -Build based on actual knowledge
• -Capture implicit rules
• -92% accuracy
• -Minimal retraining needed

Why It Takes 1-2 Weeks

You can't rush knowledge capture. You need:

• -Multiple observation sessions
• -Different scenarios
• -Edge case coverage
• -Validation with the expert

The ROI

Phase 1 costs ~$2K-$5K. It ensures:

• -Accurate automation (92% vs 60%)
• -Team trust in the system
• -Real ROI (not theory)
• -Long-term sustainability

Skip it, and you'll spend 10x fixing problems later.

That's why Phase 1 is non-negotiable.