Playbook

The structure behind the room.

This is the working system behind Joe's AI Activations. Not a canned workshop script. A facilitation playbook that helps mixed-experience teams get practical with AI, surface the work that matters, and leave with a next-step path they can actually use.

Start with a discovery call →
How It Works

This is not a stack of generic workshop ideas.

It is a modular system for shaping AI sessions around the team, the moment, and the kind of progress that actually needs to happen.

At a high level, there are two layers of design.

First, we work with the client to settle the session type and the arc. That determines the container and the overall journey.

Then, inside that structure, I choose and customize the plays, moves, and resulting outputs based on the team, the room, and the actual situation. That is part of how the sessions stay tailored without becoming vague or improvised.

Session Types

Session types set the container and room dynamic.

The format shapes pace, who should be in the room, and how much ground the session can realistically cover. It does not decide the journey on its own.

A 90-minute session can stay tight around a diagnosis or one decision. A half-day or full-day session creates more room for deeper working sessions, stronger convergence, and more live comparison in the room.

90 Minutes Online
90-minute online

A fast, focused container for one meaningful question, one sharp diagnosis, or one decision that needs to get unstuck.

Good For
  • diagnostics
  • first session
  • leadership check-in
  • cross-functional gut check
Room Dynamic

Tight, concentrated, and useful when the question is narrower than the politics around it.

Works Best When

You want a real signal fast before committing to a larger session or bringing a bigger group together.

Half-Day Online
Half-day online

Enough time to do actual work remotely instead of just talking around the edges of the problem.

Good For
  • remote teams
  • cross-functional working sessions
  • use-case surfacing
  • structured evaluation
Room Dynamic

Distributed but still substantive, with enough range for comparison, judgment, and alignment.

Works Best When

You need stronger working time than a short call can offer, but travel is not worth the friction.

Half-Day In Person
Half-day in person

A live container that gives the room more energy, better movement, and more trust than a screen usually can.

Good For
  • team off-sites
  • first serious activation
  • skeptical rooms
  • mixed experience groups
Room Dynamic

More participatory and easier to read, especially when live facilitation instinct materially changes the outcome.

Works Best When

You want a meaningful shared experience without needing the calendar and budget lift of a full-day format.

Full-Day In Person
Full-day in person

The strongest single-day container for moving from broad exploration into sharper priorities and a credible next-step path.

Good For
  • leadership + operators
  • deeper prioritization
  • pilot shaping
  • high-stakes alignment
Room Dynamic

The best option when the room needs divergence, evaluation, and convergence all in the same day.

Works Best When

You need enough time for the room to generate material, judge it, and still land on something usable.

Multi-Day In Person or Hybrid
Multi-day

A larger container for teams that need space to diagnose, work, prioritize, and commit without compressing everything into one pass.

Good For
  • major off-sites
  • layered stakeholder groups
  • transformation planning
  • activation roadmapping
Room Dynamic

Layered, spacious, and better suited to bigger rooms or journeys that need multiple modes of work.

Works Best When

You want the container itself to create breathing room for follow-through instead of forcing everything into a single session arc.

The same underlying playbook can be compressed or expanded depending on the container. The format shapes pace, depth, and room chemistry. The arc decides the journey.

Arcs

Arcs define the journey inside the container.

They move the session from where the room is now to a more useful state. A good arc gives the session momentum, coherence, and closure. It helps answer questions like: What kind of progress does this room need? What is the real starting condition? What should be different by the end?

Example plays only: the two plays shown inside each arc are just examples. The actual mix is tailored to the room and often includes more plays than the two teased here.

An arc can be customized by combining elements of readiness, problems, opportunities, approaches, and commitments based on the team, the buyer, and the moment.

A leadership team may need a different journey than a functional team. A cautious organization may need more readiness and trust work before opportunity design. A team already experimenting with AI may need less diagnosis and more prioritization.

So there is a library of common patterns, but the real value is choosing or shaping the right journey for the room.

Plays

Plays are the bounded modules of work inside the arc.

Each play has a clear job and tends to produce a specific kind of useful output. This is where the session becomes tangible.

The logic here is influenced by established facilitation and workshop design traditions: structured divergence and convergence, small-group and whole-room movement, silent ideation, critique, clustering, prioritization, and working-session formats. If you are familiar with approaches like design sprints, Liberating Structures, or other practical facilitation systems, that is part of the neighborhood, though these sessions are adapted to be much more AI-native and work-context-specific.

Trust & Privacy Readiness Assessment

A play for surfacing where trust, privacy, policy, and comfort concerns are actually shaping adoption.

Friction Harvest

A play for pulling real workflow pain points, repetitive tasks, breakdowns, and annoyances into the room in a structured way.

Opportunity Clustering

A play for taking raw ideas, examples, and possible use cases and organizing them into clearer themes.

Also in the library: Team Readiness Signal Scan, Concern Patterning, Failed Attempt Retrospective, Problem Framing, Bottleneck Prioritization, Quick Wins vs Deeper Bets, Pilot Concept Design, Next-Step Shaping, and more.

The play is the unit of room work. Different plays can be combined depending on what the arc needs to accomplish.

Moves

Moves are the reusable mechanics inside a play.

They are the interaction patterns that make the work engaging, participatory, and productive rather than lecture-heavy or abstract.

This is where some of the facilitation lineage becomes most visible: private reflection before group discussion, parallel idea generation, comparison, critique, clustering, role shifts, structured debate, and convergence techniques all have roots in well-established workshop practice. The difference is that here they are adapted for hands-on AI use, so people are not just talking about ideas. They are actively generating, testing, comparing, reframing, and judging with AI in the room.

Private-to-Shared

People work individually first, then bring stronger thoughts into the group.

Build-and-Compare

Groups or individuals respond to the same task, then compare outputs side by side.

Human-AI Draft Pick

Humans and AI both generate material, then the room selects, critiques, remixes, and improves what is strongest.

Also in the library: Same-Input / Different-Lens, Relay / Handoff, Debate Chamber, Constraint Injection, Cluster-and-Name, Friction-to-Opportunity Flip, Synthesis Pass, Commit-and-Translate, and more.

The moves are a big part of what make the sessions feel alive instead of generic.

Outputs

Outputs are what the room leaves with.

Not vague inspiration. Not a pile of notes nobody uses. Useful artifacts that help the conversation travel beyond the room.

Some outputs are agreed in advance as part of shaping the session. Others are chosen by the plays and moves that best fit the team once the situation becomes clearer.

Readiness snapshot

A clearer picture of the team's starting point, including confidence patterns, concerns, and where adoption may need support.

Use-case backlog

A structured list of concrete workflow opportunities worth considering.

Prioritized next-step path

A more credible sense of what to do next, in what order, and what is worth testing first.

Also in the library: Concern inventory, opportunity map, quick-win shortlist, pilot concept, leadership-ready takeaway, session summary, adoption path, and more.

The goal is not just energy in the room. It is momentum that survives after the session ends.

Next Step

Want to see if this fits your team?

Drop Joe a note with a sentence or two about your team's situation. He will reply with whether a discovery call, a team session, or something else makes the most sense.

Talk to Joe →