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."
How power flows, how decisions are legitimized, and where accountability gaps are structurally embedded.
The coherence between stated values and operational behavior — where fractures form before they propagate.
Not the event itself, but the structural preconditions that make certain failure modes not just possible but probable.
The methodology for reading institutional signal before it becomes institutional noise — or institutional collapse.
Three session formats available for organizations and practitioners.
Three diagnostic session formats — each calibrated to where you are in understanding your institution's structural risk.
An initial diagnostic conversation to identify surface-level governance signals and determine whether a deeper institutional review is warranted. Ideal for first contact with the GICD methodology.
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 institutional diagnostic for senior leadership. Covers structural failure conditions, accountability gaps, and upstream remediation pathways. Includes written summary.
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.