AI Roadmap Workshop

From Useful Chat to
Scalable AI Augmentation


This 90-minute session shows how AI can reduce wasted effort, so users have time for more meaningful work.

Includes eight core topics, plus Q&A:

Where Is AI Actually Worth Using?

Identify work that is repetitive, harder than it should be, slowed by scattered information, or consuming human attention better spent elsewhere.

What Work Should Stay Human?

Clarify where judgment, relationships, accountability, accuracy, and high-impact decisions still require a human owner.

What Do We Really Need AI to Do?

Learn the five common business requests for AI, and how real work often combines summarizing, expanding, researching, analyzing, and transforming information.

How to Improve Weak AI Responses

Turn vague prompts into clear business briefs by defining the problem, providing relevant context, and specifying what a strong result should look like.

What Can AI Do With Your Real Work?

(LIVE DEMO) Use the organization's own examples, source materials, and recurring tasks to rapidly prototype realistic applications of AI.

How Do We Know Whether the Output Is Good?

Evaluate AI work for accuracy, grounding, missing information, usefulness, and the places where human verification or judgment still matters.

When Should a Chat Become Something More?

See how useful work can progress from an individual chat to a contextualized project or notebook, then to a reusable agent when the work becomes repeated and stable.

How Do We Scale AI Without Scaling Risk?

Understand when connected workflows make sense, what safeguards need to grow with them, and how to choose the next useful level without overengineering the solution.


Unlock your team's potential!

Get more info and review available workshop dates.

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Speak with Whitney Hahn (20 mins)

Your choice of phone or video call.