Using AI in Real-World Teams
Move AI from individual experimentation into safe, measurable team performance.
Start With the Work
Learning objective
By the end of this lesson, the learner will be able to explain start with the work, apply it to a realistic situation, and defend the chosen action with evidence.
Core lesson
Choose specific bottlenecks, decisions, and outcomes before selecting tools.
Instructor teaching guidance
Begin by establishing what the learner already knows about start with the work. Teach the principle in plain language, define unfamiliar terms, then connect it to the course goal. Ask the learner to explain the idea back in their own words before moving to application.
Applied exercise
Identify one repeated team task that consumes time without adding judgment.
Facilitation sequence
Guide the learner through the application in five steps: describe the present situation, identify the lesson principle, choose an action, name the evidence to review, and define how success will be measured. Use follow-up questions when an answer is vague or unsupported.
Mastery standard
Automate friction, not accountability.
Knowledge check
Ask the learner to explain why “Automate friction, not accountability.” is the correct standard, then identify one limitation, one risk, and one piece of evidence that could change the answer. Do not mark mastery from confidence alone; require clear reasoning and practical application.
Map the Human-AI Workflow
Learning objective
By the end of this lesson, the learner will be able to explain map the human-ai workflow, apply it to a realistic situation, and defend the chosen action with evidence.
Core lesson
Define inputs, AI actions, human review, escalation, and final ownership.
Instructor teaching guidance
Begin by establishing what the learner already knows about map the human-ai workflow. Teach the principle in plain language, define unfamiliar terms, then connect it to the course goal. Ask the learner to explain the idea back in their own words before moving to application.
Applied exercise
Draw a workflow for meeting preparation or customer response.
Facilitation sequence
Guide the learner through the application in five steps: describe the present situation, identify the lesson principle, choose an action, name the evidence to review, and define how success will be measured. Use follow-up questions when an answer is vague or unsupported.
Mastery standard
Every AI output needs a responsible owner.
Knowledge check
Ask the learner to explain why “Every AI output needs a responsible owner.” is the correct standard, then identify one limitation, one risk, and one piece of evidence that could change the answer. Do not mark mastery from confidence alone; require clear reasoning and practical application.
Team Roles and Responsibilities
Learning objective
By the end of this lesson, the learner will be able to explain team roles and responsibilities, apply it to a realistic situation, and defend the chosen action with evidence.
Core lesson
Assign sponsor, process owner, subject expert, reviewer, security lead, and users.
Instructor teaching guidance
Begin by establishing what the learner already knows about team roles and responsibilities. Teach the principle in plain language, define unfamiliar terms, then connect it to the course goal. Ask the learner to explain the idea back in their own words before moving to application.
Applied exercise
Name owners for a pilot use case.
Facilitation sequence
Guide the learner through the application in five steps: describe the present situation, identify the lesson principle, choose an action, name the evidence to review, and define how success will be measured. Use follow-up questions when an answer is vague or unsupported.
Mastery standard
Shared use without clear ownership creates hidden risk.
Knowledge check
Ask the learner to explain why “Shared use without clear ownership creates hidden risk.” is the correct standard, then identify one limitation, one risk, and one piece of evidence that could change the answer. Do not mark mastery from confidence alone; require clear reasoning and practical application.
Knowledge and Grounding
Learning objective
By the end of this lesson, the learner will be able to explain knowledge and grounding, apply it to a realistic situation, and defend the chosen action with evidence.
Core lesson
Connect AI to approved policies, documents, terminology, and current facts.
Instructor teaching guidance
Begin by establishing what the learner already knows about knowledge and grounding. Teach the principle in plain language, define unfamiliar terms, then connect it to the course goal. Ask the learner to explain the idea back in their own words before moving to application.
Applied exercise
Build a source list for one team assistant.
Facilitation sequence
Guide the learner through the application in five steps: describe the present situation, identify the lesson principle, choose an action, name the evidence to review, and define how success will be measured. Use follow-up questions when an answer is vague or unsupported.
Mastery standard
Trusted sources improve relevance and verification.
Knowledge check
Ask the learner to explain why “Trusted sources improve relevance and verification.” is the correct standard, then identify one limitation, one risk, and one piece of evidence that could change the answer. Do not mark mastery from confidence alone; require clear reasoning and practical application.
Pilot, Measure, and Learn
Learning objective
By the end of this lesson, the learner will be able to explain pilot, measure, and learn, apply it to a realistic situation, and defend the chosen action with evidence.
Core lesson
Establish a baseline, success metric, test group, review cadence, and stop conditions.
Instructor teaching guidance
Begin by establishing what the learner already knows about pilot, measure, and learn. Teach the principle in plain language, define unfamiliar terms, then connect it to the course goal. Ask the learner to explain the idea back in their own words before moving to application.
Applied exercise
Design a 30-day pilot with one measurable result.
Facilitation sequence
Guide the learner through the application in five steps: describe the present situation, identify the lesson principle, choose an action, name the evidence to review, and define how success will be measured. Use follow-up questions when an answer is vague or unsupported.
Mastery standard
Measure quality and risk, not only speed.
Knowledge check
Ask the learner to explain why “Measure quality and risk, not only speed.” is the correct standard, then identify one limitation, one risk, and one piece of evidence that could change the answer. Do not mark mastery from confidence alone; require clear reasoning and practical application.
Governance Without Paralysis
Learning objective
By the end of this lesson, the learner will be able to explain governance without paralysis, apply it to a realistic situation, and defend the chosen action with evidence.
Core lesson
Set rules for approved tools, sensitive data, human review, documentation, and prohibited uses.
Instructor teaching guidance
Begin by establishing what the learner already knows about governance without paralysis. Teach the principle in plain language, define unfamiliar terms, then connect it to the course goal. Ask the learner to explain the idea back in their own words before moving to application.
Applied exercise
Draft five simple team AI rules.
Facilitation sequence
Guide the learner through the application in five steps: describe the present situation, identify the lesson principle, choose an action, name the evidence to review, and define how success will be measured. Use follow-up questions when an answer is vague or unsupported.
Mastery standard
Good governance makes safe action easier.
Knowledge check
Ask the learner to explain why “Good governance makes safe action easier.” is the correct standard, then identify one limitation, one risk, and one piece of evidence that could change the answer. Do not mark mastery from confidence alone; require clear reasoning and practical application.
Adoption and Change
Learning objective
By the end of this lesson, the learner will be able to explain adoption and change, apply it to a realistic situation, and defend the chosen action with evidence.
Core lesson
Train through real tasks, champions, office hours, examples, and visible leadership.
Instructor teaching guidance
Begin by establishing what the learner already knows about adoption and change. Teach the principle in plain language, define unfamiliar terms, then connect it to the course goal. Ask the learner to explain the idea back in their own words before moving to application.
Applied exercise
Create a team adoption plan for the first month.
Facilitation sequence
Guide the learner through the application in five steps: describe the present situation, identify the lesson principle, choose an action, name the evidence to review, and define how success will be measured. Use follow-up questions when an answer is vague or unsupported.
Mastery standard
People adopt systems that solve recognizable problems.
Knowledge check
Ask the learner to explain why “People adopt systems that solve recognizable problems.” is the correct standard, then identify one limitation, one risk, and one piece of evidence that could change the answer. Do not mark mastery from confidence alone; require clear reasoning and practical application.
Scale What Works
Learning objective
By the end of this lesson, the learner will be able to explain scale what works, apply it to a realistic situation, and defend the chosen action with evidence.
Core lesson
Standardize successful workflows, integrate systems, monitor quality, and retire weak experiments.
Instructor teaching guidance
Begin by establishing what the learner already knows about scale what works. Teach the principle in plain language, define unfamiliar terms, then connect it to the course goal. Ask the learner to explain the idea back in their own words before moving to application.
Applied exercise
Write criteria for expanding a pilot across the organization.
Facilitation sequence
Guide the learner through the application in five steps: describe the present situation, identify the lesson principle, choose an action, name the evidence to review, and define how success will be measured. Use follow-up questions when an answer is vague or unsupported.
Mastery standard
Scale evidence, not enthusiasm.
Knowledge check
Ask the learner to explain why “Scale evidence, not enthusiasm.” is the correct standard, then identify one limitation, one risk, and one piece of evidence that could change the answer. Do not mark mastery from confidence alone; require clear reasoning and practical application.