(Where AI creates real value, not excitement)

1️⃣ First truth: AI is useful only when work exists

AI is not useful on its own.

AI becomes useful when:

• People repeat tasks
• Decisions happen again and again
• Data already exists

If there is:

• No work
• No data
• No decisions

AI adds nothing.

PM lesson:

AI works best where humans already struggle with volume.

2️⃣ AI helps decisions, not departments

Businesses are divided into departments.

AI doesn’t care.

AI helps with: