Find where AI accountability is breaking down.
Use this diagnostic to surface the decisions creating risk and
the leaders responsible for fixing them.
AI Workforce Risk Diagnostic™
90-Minute Leadership Decision Pressure Test
AI is already influencing workforce decisions in your organization — often without clear governance, visibility, or accountability.
The AI Workforce Risk Diagnostic™ is a structured leadership session that turns that uncertainty into a clear, prioritized view of risk exposure.
What this does
This tool pressure-tests the decisions your organization is already making and reveals where governance breaks down.
Identify exposure across 24 risk signals spanning 6 governance zones
Score each signal across 4 dimensions (likelihood, visibility, HR exposure, escalation speed)
Surface your highest-risk zones automatically
Translate results into an executive-ready risk summary
What you get
AI Workforce Risk Diagnostic™ (Excel tool)
Zone Heatmap with prioritized exposure areas
Executive Risk Debrief Template for leadership presentation
Quick Start Guide for running the session
How it works
Designed as a 90-minute session with senior leadership
Best run with HR, legal, and technology stakeholders
No AI expertise required
This is not a survey — it is a decision-level conversation that exposes where accountability is unclear, unassigned, or breaking down.
Why this matters
AI-driven workforce decisions are happening faster than most organizations can govern them.
Without clear oversight, organizations risk:
legal exposure
accountability gaps
and loss of workforce trust
If you cannot explain how a decision was made, you may not be able to defend it.
Delivery
Instant digital download
One-time purchase
No subscription
90-minute leadership session · Facilitator-ready
Tier 2 — Diagnostic
Move from exposure
to accountability.
You've identified where AI risk is sitting. Now the harder question is which decisions are creating that risk — and who is accountable for them.
This diagnostic helps leadership pressure-test those decisions before exposure becomes defensibility failure.
Most organizations cannot answer that clearly.
This diagnostic forces the answer.
Function
What this does
- Pressure-tests your organization's current AI workforce decisions
- Surfaces where accountability breaks down across leadership
- Identifies your highest-risk exposure zones instantly
- Converts your snapshot into a prioritized set of governance actions
Deliverables
What you get
01
Decision Pressure Test
Evaluate real AI workforce decisions across 24 risk signals
02
Multi-Dimensional Scoring
Assess risk by likelihood, visibility, HR exposure, and escalation speed
03
Exposure Zone Ranking
Automatically surface your highest-risk governance gaps
04
Leadership Alignment Signal
Reveal where leaders disagree — exposing gaps in accountability
05
Top Risk Identification
Isolate the single highest-impact signal in each exposure zone
06
Action + Ownership Direction
Define immediate actions and where ownership must be assigned
Fit
Use this when
- →
Exposure is visible, but causes are unclear
- →
AI decisions are happening across teams without coordination
- →
Leadership alignment on risk does not exist
- →
You need to move from awareness to action
Design
Built for leadership decision-making.
- 90-minute structured session
- Designed for 4–8 senior leaders
- No AI expertise required
- Facilitator-ready
Not a survey
A structured leadership intervention that surfaces how decisions are actually being made — and where governance is failing.
What happens next
Once exposure zones are clear, the question becomes: how do you make the fix hold at the leadership level?
Tier 3 converts your diagnostic results into a governance structure, ownership model, and board-ready outputs.