Experience real AI governance dilemmas. Make decisions under pressure. See consequences unfold. Build judgment through practice.
Transform abstract principles into practical experience through interactive decision-making
See real-time impact of your choices with live stakeholder trust metrics
Complete scenarios to measure your AI governance decision-making capabilities
Select from real-world AI governance dilemmas faced by product managers, compliance officers, and executives
Navigate stakeholder pressures, ethical dilemmas, and business constraints in a realistic narrative
Watch stakeholder trust shift in real-time as your decisions create ripple effects across the organization
Receive ETHOS Framework insights explaining principles, your Governance IQ score, and actionable lessons
Choose your difficulty level - from introduction to expert-level governance challenges
Learn the basics of identifying and addressing AI bias. Clear choices help you understand core governance principles. Perfect for newcomers.
Navigate complex tradeoffs with no clear "right" answers. Budget constraints, stakeholder pressure, and unexpected complications test your judgment.
Expert-level challenges with incomplete information, time pressure, and competing priorities. Deep technical choices and crisis management scenarios.
Each difficulty tier builds on the previous one. Start with Beginner to learn fundamentals, then progress to Intermediate for real-world complexity. Expert tier tests mastery with scenarios that have no clear "right" answers.
11 real-world AI governance challenges across technology, healthcare, defense, education, and civilian life
Your self-driving system caused a fatal accident. Engineering blames edge cases, legal demands accountability, media is circling. Navigate liability, transparency, and technical remediation.
Your AI misdiagnosed 47 patients, three critically. FDA investigation looming, hospital threatening lawsuit, patients organizing. Balance patient safety, regulatory compliance, and reputation.
Your lending AI systematically denies credit to qualified applicants from certain zip codes. Consumer advocates threaten CFPB complaint. Fix bias or defend the model's accuracy?
Your AI grading system failed 18% of minority students vs 3% of others. Parents demand investigation, school board threatens contract cancellation. Was it the training data or exam design?
Your quality control AI missed critical defects in 12K units now in customer hands. Recall costs M, but ignoring risks safety incidents. Operations wants to wait for complaints.
Your military AI system misidentified civilian vehicles as threats in 4 incidents. Pentagon demands audit, Congress investigating, allies questioning reliability. Lives and international relations at stake.
Your ML team accidentally exposed 100K customer records including health data. Press found out before you did. GDPR fines loom. Come clean immediately or quietly notify?
Your content AI over-censored minority voices while missing actual hate speech. Civil rights groups demand investigation, users revolting, regulators circling. Fix bias without enabling harm.
Your insurance AI charges 40% higher premiums in certain neighborhoods. Statistically justified but potentially discriminatory. State regulators investigating. Actuarial accuracy vs fairness.
Your crime prediction AI disproportionately targets minority communities. ACLU lawsuit filed, city council demanding answers, police union defending effectiveness. Bias vs public safety.
Your facial recognition AI led to 3 wrongful arrests of Black men. False match rates 10x higher for minorities. NIST demanding recall, clients threatening lawsuits, activists calling for ban.
Join as a member to unlock our full library of interactive governance scenarios, track your progress, and earn certification credit.
Research shows people retain 90% of what they practice doing, versus just 10% of what they read. Simulations create memorable, emotionally engaging experiences.
Make high-stakes governance decisions without real-world consequences. Learn from failures in a safe space before facing similar dilemmas at work.
Navigate the real pressures of AI governance: business targets, legal risks, engineering concerns, and executive expectations—all competing for priority.
Your Governance IQ score provides objective evidence of decision-making capabilities, useful for professional development and certification pathways.
Start with our free scenario and see how you navigate one of the most common AI governance dilemmas faced by product teams today.
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