Responsible AI in Practice
Inventory, Risk, Policy and Controls
By Day 5: Produce an AI use-case inventory, a risk assessment for one use case and a usable policy/control pack.
Responsible AI in Practice is a five-day live online WorkReady Capability Sprint for team leads, HR, compliance, operations, consultants, analysts and anyone asked to "set rules for AI" in their organisation. Also suitable for corporate cohorts. Days 1–4 are 90-minute sessions and Day 5 is a 2–3 hour Capability Showcase; the complete Sprint costs ₹2,000.
- ₹2,000
- Complete 5-day Sprint
- Days 1–4
- 90 min/day live
- Day 5
- 2–3 hr Capability Showcase
Paid professional capability development. Not a job or placement service.

At a glance
- Who it's for
- Team leads, HR, compliance, operations, consultants, analysts and anyone asked to "set rules for AI" in their organisation. Also suitable for corporate cohorts.
- Entry level
- AI at Work or regular workplace AI use. Open — no readiness check before you join.
- Format
- Online · a focused five-day live online studio
- Duration and schedule
- Days 1–4 are 90-minute live sessions. Day 5 is an extended 2–3 hour Capability Showcase.
- What you produce
- AI inventory + risk assessment + policy pack
- Fees
- ₹2,000 for the complete 5-day Sprint
- What it is not
- Not legal advice and not certification in any AI standard or law. Not a job or placement service. SkillsNCR does not guarantee employment, placement, salary or interview outcomes.
Organisations either ban AI or allow it without guardrails. Few people can map actual use cases to risks, data rules and accountable approval.
Help teams adopt AI safely: inventory AI use, assess risk, write a practical usage policy and set up review controls that people will actually follow.
Your five days, day by day
Days 1–4 are 90-minute live sessions. Day 5 is an extended 2–3 hour Capability Showcase. Open each day to see what you do and what you leave with.
Day 1Where AI is actually used90 min
- Shadow-AI discovery: who uses what, for which tasks, with which data
- Classify use cases by impact and data sensitivity
You leave the day with: AI use-case inventory
Day 2Risk assessment90 min
- Risk categories: accuracy, privacy/personal data, confidentiality, bias, IP, security (prompt injection, data leakage), over-reliance
- Likelihood × impact; existing controls
You leave the day with: Risk assessment for one priority use case
Day 3Policy that people can follow90 min
- Allowed / allowed-with-conditions / prohibited
- Data rules (what can never go into a public tool)
- Disclosure and human review requirements
You leave the day with: One-page AI usage policy draft
Day 4Controls, review and incident path90 min
- Approval workflow for new AI tools/use cases
- Human review checkpoints and logging
- AI incident reporting: what to do when output causes harm
- Training/communication plan
- Human review and revision
You leave the day with: Control pack v2
Day 5Capability Showcase2–3 hr
Changed-case challenge: Reviewer introduces a new use case or a real-world AI incident scenario
- Present inventory, risk assessment and policy to a "leadership" reviewer
- Learner classifies, assesses and decides allow/condition/block with reasoning
You leave the day with: Final proof pack, submitted after the changed-case challenge
Tools you work with
- Docs / Sheets
- Risk register template
- NIST AI RMF concepts (orientation only)
- ISO/IEC 42001 concepts (orientation only)
- DPDP Act 2023 data principles (orientation only)
Tool names describe what is used in the Sprint. No vendor endorsement, certification or licence is implied.
AI inventory + risk assessment + policy pack
This is the work you explain, question and adapt in the Day 5 Capability Showcase.
Your proof pack
- 01Use-case inventory
- 02Risk assessment
- 03Policy
- 04Approval workflow
- 05Incident path
- 06Communication plan
- 07Day 5 decision record
What a reviewer checks
- Risks tied to specific use cases, not generic lists
- Data rules are explicit and enforceable
- Human accountability named
- New use case assessed consistently with the policy

Your work has to survive a changed case.
On Day 5 you present the work, explain key decisions, identify limitations and respond when part of the case changes. The final proof pack is submitted after that challenge.
- Present
Walk the reviewer through the work and the decisions behind it.
- Question
Answer challenges on evidence, assumptions and risk.
- Adapt
Reviewer introduces a new use case or a real-world AI incident scenario
- Defend
Submit the final proof pack and explain what changed and why.
₹2,000for the complete 5-day Capability Sprint
- Days 1–4
- Live Sprint sessions · 90 minutes/day
- Day 5
- Extended Capability Showcase · 2–3 hours
Paid professional capability development. Not a job or placement service.
Included in the Sprint
- An applied professional case
- Human review and feedback
- Revision after feedback
- A Day 5 changed-case challenge
- A final proof pack: AI inventory + risk assessment + policy pack
Questions worth asking.
Is a Capability Sprint just a short course?
No. It is a focused live capability studio built around doing one bounded kind of professional work, receiving feedback, revising it and demonstrating what you can do.
Will this make me an AI governance or compliance specialist?
No. The Sprint builds one bounded capability: produce an AI use-case inventory, a risk assessment for one use case and a usable policy/control pack. Not legal advice and not certification in any AI standard or law. SkillsNCR does not promise a role, job or placement.
Do I need prior experience?
No readiness check is needed. Prerequisite: AI at Work or regular workplace AI use.
What will I produce?
Use-case inventory, Risk assessment, Policy, Approval workflow, Incident path, Communication plan, Day 5 decision record.
What does a Sprint cost?
₹2,000 for the complete five-day Sprint.
How long is it?
Days 1–4 are 90-minute live sessions. Day 5 is an extended 2–3 hour Capability Showcase.
When is the next cohort?
This Sprint runs on request — for a group, an employer or a college, or when waitlist demand justifies it. Request it on WhatsApp for yourself or your team.
Can I join only one Sprint?
Yes. Each Sprint is designed to provide standalone value.
Does this guarantee a job or placement?
No. WorkReady is paid professional capability development, not a job or placement service. SkillsNCR does not guarantee employment, placement, salary or interview outcomes.
Request Responsible AI in Practice for yourself or your team.
Paid professional capability development. Not a job or placement service.
