Organizations are adopting AI faster than their leadership systems and governance practices can support. The gap between what your people are already doing and what your organization has actually approved is where the exposure lives — and most executive teams cannot yet measure it.
The DA-GEOS™ Diagnostic evaluates readiness, prioritizes opportunities, governs risk, and installs measurable operating routines across five domains. Every score is tied to evidence — a document, a policy, an interview, an artifact. Not to how confident anyone feels.
It is led personally by Dr. Darryl S. Adams and it establishes a Human-Directed AI™ operating standard: people lead, technology serves, leadership decides.
Two to four weeks. You end with a scorecard, a risk map, a prioritized portfolio, and a 90-day roadmap with named owners — the four artifacts you need to walk into a board meeting and answer for what your organization is doing.
| Domain | What we evaluate |
|---|---|
| Executive Vision & Leadership Capacity | Strategic purpose, decision rights, executive sponsorship, board and leadership AI fluency, organizational capacity. |
| Board Governance & Policy Readiness | Policy currency, privacy, ethics, risk ownership, procurement, public trust, human accountability, incident escalation. |
| Data & Technology Infrastructure | Data quality and classification, security, access controls, integration readiness, approved platforms, continuity and manual fallback. |
| People, Culture & Workflow Efficiency | Workforce readiness, adoption barriers, workflow bottlenecks, role and decision boundaries, training needs. |
| Execution & Measurement | Prioritization discipline, pilot design, dashboards, KPIs, ROI assumptions, and the review routines that turn evidence into action. |
Each indicator is scored 1–5 against a published evidence standard — from Not Established to Optimized. Scores require observable proof and a named owner, not confidence.
| Deliverable | Executive outcome |
|---|---|
| Readiness Scorecard | Twenty-five indicators, five domains, weighted to an overall readiness band from Critical Exposure to Scale Ready. Every score carries its evidence. |
| Risk Map | Twelve risk categories scored on likelihood × impact — governance, privacy, cybersecurity, bias, vendor lock-in, shadow AI, continuity, public trust. Critical risks trigger a mandatory pause. |
| Executive Decision Matrix™ | Your initiatives classified into Quick Wins, Strategic Initiatives, Operational Improvements, and Future Watch — scored on impact, readiness, feasibility, urgency, and risk exposure. |
| 90-Day Implementation Roadmap | Three phases — Align & Govern, Build & Pilot, Deploy & Measure — with phase gates, a 13-week action tracker, a training plan, and a KPI dictionary. |
| Executive Debrief | Facilitated review of findings, leadership decisions, ownership assignments, and next-phase recommendations. With signatures. |
Executive intake, document review, stakeholder interviews, readiness evidence collection. Policies, strategic plans, technology inventory, workflow maps, training records, risk reports, dashboards.
Scorecard analysis, risk mapping, governance and workflow gap assessment. This is where most organizations discover the distance between what they believe about themselves and what they can document.
The Executive Decision Matrix™ workshop. Your team scores initiatives independently before discussing — which prevents the loudest voice in the room from setting the agenda — then classifies the portfolio and designs the roadmap.
Executive debrief, final report, ownership confirmation, implementation recommendations. Every top priority leaves with an executive owner, a 30-day milestone, a required guardrail, and a defined proof of progress.
All five domains, the full scorecard, risk map, Decision Matrix, and 90-day roadmap. Executive debrief included.
Adds a board-facing presentation, a governance findings memo, and cross-site comparison of readiness and risk.
The Diagnostic is credited in full against a subsequent Implementation Sprint booked within 90 days. If the evidence shows you are not ready to implement, we will tell you — and you will not have spent $45,000 finding out. Final scope, deliverables, schedule, and investment are confirmed through a written proposal and agreement.
AI supports professional judgment. It does not replace board, superintendent, executive, legal, financial, or human judgment. Final decisions remain with accountable leaders.
People lead. Technology serves. Leadership decides.This is not a disclaimer. It is the operating standard the entire diagnostic is built to enforce — and the reason a board can accept its findings.
Tell us about your organization. You will receive a scoped proposal within one business day.
Prefer to talk first? Schedule a Strategy Session.