Governance diagnostician, institutional failure analyst, and creator of the GICD framework. Twenty years of upstream pattern recognition — identifying the structural conditions that cause institutions to fail before conventional oversight ever activates.
2026 — Bridging institutional diagnostics and AI accountability frameworks
Governance Integrity & Crisis Diagnostics — upstream institutional diagnostic methodology
15+ published nonfiction works on governance, workplace dynamics, and institutional accountability
Most governance frameworks activate after failure. GICD works upstream — identifying the structural conditions, interaction patterns, and institutional blind spots that make failure inevitable long before it surfaces.
Developed over 20 years through direct proximity to institutional failure, GICD is not a compliance checklist. It is a diagnostic methodology for organizations ready to see what their existing oversight cannot.
The origin date is August 12, 2012. The framework has evolved through three distinct phases: pattern recognition, formalization, and deployment.
"Degradation is local and gradual. Recovery is nonlocal and punctuated. The asymmetry is not a paradox — it is the diagnostic signal most institutions are structured to ignore."
The degree to which the institution punishes truth-telling. Measured through formal and informal consequences imposed on those who surface governance concerns.
How widely the knowledge of retaliation consequences spreads through the organization — the chilling effect that silences people who were never directly targeted.
The gap between what the institution communicates externally and what it operates internally. The transmission mechanism between degradation and concealment.
Observable changes in leadership conduct as institutional pressure builds — the leading indicator that governance is degrading before any formal metric moves.
Governance exposure that transfers across organizational boundaries through vendor, contractor, and third-party relationships — where accountability is assumed but never confirmed.
The measurable distance between what the institution's written policies require and what its workflows actually do. The senior pillar — when PPV is high, formal governance has decoupled from operational reality.
GIS = 100 − [Average(RI, FD, CO, LBS, VCAR, PPV) × 10]
Governance Integrity Score. Scored 0–100. Benchmarked against forty real enforcement outcomes across ten sectors. A GIS of 70–100 is Stable. 50–70 is Ethics Drift. 30–50 is Behavioral Shift. 15–30 is Crisis. Below 15 is Collapse.
Three session formats available for organizations and practitioners.
GICD was built to read governance degradation — retrospectively — across ten sectors, forty cases, and every stage of the Degradation Cascade from Ethics Drift to Collapse.
The flip: every signal we score after failure existed before failure. The six pillars that measure how an institution fell apart are the same six pillars that would have shown it was falling apart — in time to change the outcome.
Three markets cannot access conventional governance diagnostics. Each one solves the access problem differently.
Financial diligence tells you what the target is worth. Legal diligence tells you what the target owes. Governance diligence tells you what the target will cost you after close — when the acquiring firm's name is on the building and the acquiring firm's board is in the defendant's chair.
Every startup builds product, hires fast, and defers governance until something breaks. The ones that scale without crisis are the ones that installed the infrastructure before it was tested.
Your vendor's governance failure is your liability. Their retaliation culture, their communications gaps, their policy-practice variance — all of it transfers to you the moment the relationship is examined.
Not sure which product line fits? Three diagnostic sessions to identify where your governance exposure lives.
An initial diagnostic conversation to identify surface-level governance signals and determine which product line — M&A, New Venture, or Vendor Chain — addresses your exposure.
45 minutes Book SessionA structured working session for governance practitioners, ERM professionals, and institutional risk officers embedding GICD as an upstream integrity layer in existing frameworks.
60 minutes Book SessionA comprehensive governance diagnostic for senior leadership. Full six-pillar assessment, Degradation Cascade positioning, and a remediation roadmap tailored to your organizational structure.
90 minutes Book SessionFifteen published nonfiction works spanning institutional governance, workplace accountability, moral frameworks, and the structural conditions that shape how organizations — and people — fail.
Accountability, workplace dynamics, institutional culture
Ethics, moral framework, decision theory
Systems theory, institutional pathology, degradation patterns
"Just because the institution said it was okay doesn't make it right."
— Samantha King
DePaul University, Chicago, IL
AI Governance Institutional DiagnosticsTallinn, Estonia
Corporate Governance Succession Without SightReading structural failure conditions before they propagate
How institutions generate momentum by externalizing cost onto least-positioned members
Accountability frameworks for AI systems
Structural conditions that suppress institutional truth-telling
Governance failure at the transition point — when institutions hand power without transferring accountability
Conferences, executive education, and institutional events welcome.
Whether you're ready for a diagnostic session, exploring speaking engagements, or want to discuss GICD methodology — reach out directly.
SENTIENCE PROJECT submissions and research inquiries welcome at the email above. For sensitive legal or governance correspondence, use ProtonMail.
Organizations invest heavily in policies. They build compliance programs. They pass audits. And then something fails — a whistleblower surfaces, a regulator issues a subpoena, a vendor arrangement collapses — and the question becomes: what actually happened, and who actually knew?
The answer is almost never in the policy manual. It lives in the workflows — the approval chains, the undocumented escalation paths, the vendor handoffs where no one signed off, the leadership decisions made without paper trails.
Workflow Traceability from King Insights Group maps, reconstructs, and scores these gaps before they become findings, headlines, or verdicts.
Decision trails without documentation — approvals made verbally, escalations handled informally, no contemporaneous record of who knew what when.
Vendor handoffs without accountability transfer — processes that cross organizational boundaries where ownership is assumed but never confirmed.
Policy-practice divergence — workflows that evolved away from written policy over months or years, creating liability between what was documented and what was done.
Who was required to sign off, who actually did, and where the authorization record breaks down.
How concerns were routed, to whom, and what the response record shows about institutional awareness.
What channels were used for what decisions, what was preserved, and what the opacity pattern reveals.
At each handoff point, was accountability explicitly transferred — or implicitly assumed and lost.
Reconstructing the timeline of what leadership knew, when, and what documented action followed.
Identifying moments when a written policy should have triggered a documented workflow — and whether it did.
Rapid assessment of one workflow domain — vendor onboarding, incident escalation, or regulatory reporting. Identifies the highest-exposure gap in a defined scope.
Delivers: GIS score for domain · gap identification · 2-page diagnostic brief Inquire →Full six-pillar assessment of organizational or matter-specific governance workflows. The complete King Framework applied to your institution's actual decision architecture.
Delivers: King Framework report · Traceability Gap Map · Cascade position · Remediation matrix Inquire →Forensic workflow reconstruction for active legal or regulatory proceedings. Scored, sourced, and methodology-documented to hold up under examination.
Delivers: Expert-ready analysis · Decision chronology · Rebuttal-ready methodology Inquire →Recurring diagnostic review across organizational workflows, calibrated to your regulatory risk profile. Continuous governance assurance before something forces the question.
Delivers: Quarterly GIS trending · Alert thresholds · Annual Traceability Report Inquire →If you don't know the answer, that's the engagement.