Yin and Yang Global Learning · Executive leadership
Decide which AI opportunities deserve action — and which do not.
Your organisation may already have AI ideas, vendor proposals, trials, employee experimentation and management pressure to move faster.
The difficult part is not generating another use case. It is deciding:
How the day works
One route, run on your own use cases
Every priority use case the leadership team brings travels the same path. Nothing moves forward until the previous step has an honest answer.
Who it is for
The people who carry the decision
The decision architecture
Three questions, in order
Should we do it?
- Is there a real business problem
- Is the value material
- Strategic role: hygiene, parity or differentiation
- Is there a baseline
- Is the data ready
- Is AI actually required
Can we do it responsibly?
- How the data may be used
- Who is accountable for the decision
- The approved autonomy level
- What must stay under human control
- Who owns security
- Third-party and provider risk
- IP and confidentiality
- What the consequence is when it is wrong
What should happen next?
- Build, buy or do nothing yet
- The economics at real volume
- The measure and the baseline
- The stop rule
- The named owner
- One of six management decisions
The six outcomes
Every priority use case leaves as one of six decisions
No route is predetermined, and none is the preferred answer. Proceed Internally and Do Not Proceed are complete programme outcomes.
Proceed Internally
The value, readiness and ownership are sufficient and the team carries it themselves. No external engagement is required.
Do Not Proceed
Stopping is a valid management decision. It is recorded with the reason, so it is not raised again without new evidence.
Fix Foundations First
The idea may be sound; the data, process or ownership is not ready to carry it. This may be handled internally.
Test Before Scaling
Evidence first. Limited scope, a defined measure, and the conditions for scaling — and for stopping — written down in advance.
Deep-Dive One Business Problem
Only where deeper evidence is genuinely needed, on one bounded problem the leadership team has named itself.
Transformation Required
Multiple functions, systems, governance or operating-model issues interact. This carries a deliberately high threshold.
What the team brings
Your own material
- Three to six candidate AI opportunities, described in business terms.
- Current uses, trials or vendor proposals where relevant.
- An honest view of the data position, including any restriction on use.
- Named business or process owners for each candidate.
- Baselines where they are known — and a plain statement where they are not.
- Three to five leadership outcomes the business most wants to improve.
Up to three priority use cases normally receive the full decision treatment. Every candidate is screened; three worked properly is a stronger day than six worked shallowly.
What the team leaves with
A management decision pack
A management decision pack — not a certificate of attendance.
The position we take
Governance is not there to stop AI.
It is there to help leadership distinguish the uses that genuinely deserve to scale from those that do not yet deserve commitment.
A strong use case should withstand scrutiny on:
- value
- data
- work redesign
- autonomy
- accountability
- economics
- measurement
Human control
AI assists. Humans remain accountable.
The programme helps leadership establish the minimum management decisions needed around each approved use.
This is a management framework. It is not legal advice, and it is not a claim of compliance with any formal standard.
The boundary, stated plainly
One day should create clarity — not pretend to replace deeper evidence.
The workshop does not provide:
Included
Return to the decisions after the room has moved.
Thirty days later, ninety minutes, with the same leadership team. A structured review of what actually happened to each decision once it met the working week.
“We are continuing internally and need nothing further” is a complete and welcome outcome. It is recorded as a successful result and the engagement closes there.
What the review covers
- Actions taken
- Deliberate stops
- New evidence
- Assumptions disproved
- Obstacles that appeared
- Internal capability
- Stronger-foundation requirements
- Whether any deeper investigation remains justified
Commercial
AI Decision & Governance for Leaders
One-Day Executive Workshop
Included in the fee
- Pre-work, issued on confirmation
- Programme tailoring against the use cases you submit
- Full-day facilitation at your premises or live online
- The Leadership Decision Pack
- The 30-Day Leadership Decision Review
Travel and stay outside NCR are charged at actuals unless otherwise agreed in writing.
One-Day Executive Workshop
- Group
- Approximately 12–15 leaders
- Payment
- 60% on confirmation
40% before delivery - Delivery
- One day, at your premises or live online
International delivery
- Live online
- US$6,500
- Onsite, GCC and international
- US$8,500 plus travel at actuals
Professional fees are exclusive of any applicable taxes. Travel, accommodation, visa and local transportation are additional at actuals and agreed in writing before confirmation.
Next step
Start with a conversation, not a proposal.
A 30-minute discussion is enough to tell whether this programme is right for your leadership team — or whether it is not.