Use Case Clarity
Whether AI is being applied to a real operational task, workflow gap, efficiency opportunity, or risk mitigation need.
AI Readiness Diagnostic
Is your organization ready to apply AI to a real operational problem?
Trust Score is a structured executive assessment that separates genuine readiness from momentum. It evaluates six dimensions of operational maturity and returns a deterministic score, a readiness level, and a recommended next move.
- Questions
- 23
- Dimensions
- 6
- Time
- 8 min
- Scoring
- Deterministic
What is evaluated
Six dimensions that determine whether AI produces value or exposure
Operational Fit
Whether AI fits the organization's existing workflows, ownership model, decision points, and operational capacity.
Data Readiness
Whether data quality, access, structure, governance, and infrastructure support responsible AI use.
Governance and Risk Controls
Whether oversight, accountability, risk review, approval, human review, and controls exist.
Trustworthiness of Outputs
Whether outputs can be validated, explained, monitored, and trusted inside real workflows.
Change Management and Adoption
Whether leaders, teams, and users are prepared to adopt AI responsibly in the real work environment.
Readiness levels
One of four positions, applied consistently
0–49
Not Ready
A score in this range means the foundations required to deploy AI safely are not in place. Use case definition, data, ownership, or oversight are weak enough that an initiative launched now would be difficult to evaluate, defend, or unwind. This is a caution result, not a starting gun.
Stop initiative work and rebuild the foundation before committing budget.
50–69
Emerging Readiness
Real foundations exist, but material gaps remain. There is enough structure to attempt something narrow and heavily controlled, and not enough to survive production scope or an incident.
Close the two weakest dimensions first, then consider a narrow controlled pilot.
70–86
Operationally Ready
Clarity, data foundation, ownership, and oversight are sufficient to responsibly pilot or expand a defined AI initiative with human review in place.
Move forward with measurement, human review, and active risk monitoring.
87–100
Strategically Ready
Readiness is strong and consistent across strategy, operations, data, governance, output trust, and adoption.
Scale responsibly across aligned workflows while continuously monitoring value and risk.
The score is calculated, not generated
Every answer maps to a defined maturity value that contributes to its dimension. The Trust Score, dimension scores, strategic impulse assessment, and recommended next move are produced by a deterministic engine. An AI interpretation layer will later add executive commentary on those results — it will never change them.
Start your assessmentPrefer to talk it through before you assess? Request a 1:1 review
Do not upload confidential, proprietary, regulated, or sensitive personal information into this assessment. Trust Score provides strategic readiness guidance and does not replace legal, privacy, security, regulatory, or compliance review.
Advisory
Most readiness gaps are decisions, not tools
After the diagnostic, I sit down with leaders one on one to pressure-test the use case, sequence the gaps, and agree what evidence the approver needs before budget moves.
Book a 45 minutes 1:1Confidential · No prepared materials required