Run the workshop around one artifact people can actually use.
The Practical AI Workbench live sessions are not generic AI talks. They are practical clinics, workshops, labs, cohorts, or team enablement sessions where participants build one reviewed artifact and leave with a next action.
Platform ChatGPT, Claude, Gemini, Codex, and related tools
Boundary No private-data handling by default
Live Formats
Start small. A live session should prove the artifact-driven promise before it becomes a broad training program.
Format
Best For
Typical Artifact
Use When
Practical AI Clinic
Preview session, conference breakout, staff development intro
One prompt, context starter, surface choice, or review checklist
The group needs a low-risk first exposure.
Artifact Build Workshop
Small teams, consultants, educators, nonprofit/admin professionals
Context packet, prompt pack, Work OS starter, agent charter, or workflow map
The group can bring safe sample material and build during the session.
Implementation Lab
Team with shared process pain
Workflow SOP, gate matrix, eval set, or operating habit
The group needs deeper guided work after the basic pattern is clear.
Cohort Sprint
Group that needs repetition and review
Portfolio of artifacts and implementation receipts
Participants need multiple sessions and feedback loops.
Team Enablement Sprint
Organization or department with a shared work lane
Shared vocabulary, artifact library, workflow map, and review rules
The request is closer to custom enablement than a single workshop.
Recommended first workshop: a half-day Artifact Build Workshop around clean AI-ready context. It is concrete, safe to scope, and useful across self-starters, consultants, nonprofits, education, admin teams, and small teams.
Good Fit And Hold Signals
Good Fit
A specific group has a shared work problem.
The buyer can name what participants should leave with.
Participants can use safe sample material or a bounded non-sensitive work area.
The host understands the session is artifact-driven, platform agnostic, and review-first.
Hold Or Redirect
The request is only a broad inspiration talk.
The work depends on private, regulated, client, student, HR, legal, financial, medical, or confidential material with no safety plan.
The buyer expects done-for-you implementation, production automation, or guaranteed outcomes.
The better first move is one self-paced Build, a preview, or a scoped custom implementation conversation.
Choose The Participant Artifact
The workshop should be built around the artifact the participants need, not around a tour of AI tools.
Prompt Pack
Best when the group writes vague requests and struggles to review AI output.
Context Packet
Best when useful work material is scattered, messy, or unsafe to paste directly.
Work OS Starter
Best when people keep re-explaining projects, sources, decisions, and review rules.
Surface-Routing Card
Best when the group is confused about chat, projects, harnesses, agents, CLI, MCP, or human review.
Agent Charter
Best when one recurring helper idea needs role, context, permissions, tests, and review gates.
Workflow SOP
Best when a recurring process needs triggers, stages, human gates, evidence, evals, and receipts.
Scope Boundary
Live workshops can include teaching, demo, guided build time, rubric review, and follow-up planning. They should not quietly become unlimited consulting.
Included
Not Included Unless Separately Scoped
Why It Matters
Intake questions, participant prework, live teaching, demo, guided build time, workbook, rubric, and next-step plan.
Done-for-you file cleanup, custom software build, production automation, or private-data handling.
Keeps the session safe and deliverable.
Platform-agnostic examples across common tools and harnesses.
Tool procurement, system administration, enterprise records management, or compliance program design.
The workshop teaches usable patterns, not enterprise implementation theater.
Review of participant-owned artifacts against a rubric.
Legal, medical, financial, HR, credential, or compliance advice.
Participants keep human judgment and professional responsibility in the loop.
Optional recommendation for next class, bundle, office hour, or custom scope.
Guaranteed business, career, revenue, certification, or productivity outcomes.
Inquiry posture: pricing should be scoped after audience, artifact, safe material, format, and follow-up needs are clear. Fixed public workshop pricing can wait until live demand and support load are better understood.