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The AI Product Manager's Course on Embedding Ethical Guardrails When a Model Is About to Launch

$199.00
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A focused course, tailored for you

The AI Product Manager's Course on Embedding Ethical Guardrails When a Model Is About to Launch

Turn looming compliance risk into a competitive advantage by mastering practical AI ethics steps before your next release.

$199 one-time
Tailored to your situation. 48-hour turnaround. 30-day money-back.

Includes a hand-built implementation playbook generated for your specific situation, on top of the course.

Why this course

You are racing to ship a machine-learning model, but the data science team is still debating bias metrics, the legal counsel is asking for a risk register, and the ops crew worries about undocumented data pipelines. Every meeting adds another spreadsheet, and the lack of a clear ethics workflow means you cannot prove your model respects fairness or privacy.

Meanwhile, regulators are publishing tighter guidance, investors are demanding transparent AI use, and a single audit finding could stall the product launch, cost millions, and damage brand trust. The friction between product timelines, technical debt, and governance obligations creates a bottleneck that threatens both revenue and reputation.

Who it is for

An AI product manager who drives feature delivery from concept to launch, coordinates data scientists, legal, and operations, and must embed responsible-AI checks without derailing sprint velocity. They work in cross-functional squads, use agile tools, and are accountable for both business outcomes and compliance deliverables.

What you walk away with

  • Define a repeatable ethics checklist that aligns with regulatory expectations.
  • Conduct bias and privacy impact assessments in under two days per model.
  • Create audit-ready documentation that satisfies ISO 27001 and NIST AI RMF reviewers.
  • Communicate risk mitigations to executives with a single slide deck.
  • Establish a governance cadence that keeps ethics work in sync with agile sprints.

The 12 modules

Module 1. Mapping Stakeholder Expectations
Identify legal, customer, and internal demands that shape your ethics roadmap.
Module 2. Building an Ethics Checklist
Translate standards into a concise, actionable list for every model release.
Module 3. Data Lineage and Provenance
Document data sources and transformations to support traceability audits.
Module 4. Bias Detection Techniques
Apply statistical tests and visual tools to surface disparate impact early.
Module 5. Privacy Impact Assessment
Run de-identification and consent checks that meet GDPR-like obligations.
Module 6. Risk Register Construction
Log identified risks, severity, and mitigation plans in a single living artifact.
Module 7. Control Mapping to Frameworks
Align your ethics controls with ISO 27001, NIST AI RMF, and SOC 2 criteria.
Module 8. Audit-Ready Documentation
Produce evidence packages that satisfy auditors without extra manual work.
Module 9. Executive Communication
Craft a one-page risk brief that translates technical findings for leadership.
Module 10. Embedding Ethics into Agile
Integrate checklist items into sprint ceremonies and Definition of Done.
Module 11. Post-Launch Monitoring
Set up automated alerts for drift, bias, and privacy breaches after deployment.
Module 12. Continuous Improvement Loop
Use feedback from audits and incidents to refine the ethics process for future models.

FAQ

Do I need a background in law to take this course?
No, the curriculum translates legal requirements into practical steps you can implement with your team.
Will this help me pass an ISO 27001 audit?
Yes, the course includes a mapping worksheet that aligns your ethics controls with ISO 27001 clauses.
How much time will I need each week to complete the modules?
Each module is designed for a 45-minute focused session, plus a short hands-on exercise.
Is the material applicable to both cloud-based and on-prem AI services?
The principles and templates work across deployment models; examples cover both environments.

Built on the corpus. Built on The Art of Service’s corpus of 718 source-grounded frameworks, 28,586 controls with auditor evidence, and 332K+ cross-framework mappings, this course leverages ISO 27001, NIST AI RMF, and SOC 2 to deliver actionable ethics governance.

30-day money-back guarantee. If after a week of working through the materials this is not what you needed, email Gerard and you get a full refund. No questions, no forms.

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