Research

A permanent reference article defining each of the five measurable dimensions of the Execution Integrity framework: Human Verification Density, Inspectability, Accountability Structures, Execution Drift Control, and Correction Latency. Covers the definition, low/high examples, and key diagnostic question for each dimension, plus the interconnected relationship between dimensions and how Execution Integrity complements traditional AI metrics.

CGEI describes the structural conditions under which AI-assisted execution remains stable over time. The paper establishes the anchor theorem — that execution integrity is a function of human verification density, correction latency, and accountability structure fidelity — and introduces Co-Regulated Execution as the operational delivery model. CGEI bridges the Human Debt™ diagnostic framework with the Execution Integrity measurement system.

The canonical measurement specification for Execution Integrity across AI-assisted organisations. Defines the five measurable dimensions (Human Verification Density, Inspectability, Accountability Structure Fidelity, Execution Drift Control, Correction Latency) and the Tier A–D scoring system. Serves as the authoritative reference for all EI Score diagnostic implementations.

The annual cross-sector benchmarking report measuring Execution Integrity across AI-adopting organisations. Tracks EI Score distributions by sector, team size, and AI adoption stage. Provides comparative data for organisations benchmarking against the Tier A–D scoring system defined in EI Score v1.0.

The foundational diagnostic methodology for measuring organisational human friction. Human Debt™ is the structural accumulation of unresolved interpersonal and governance risk that prevents organisations from executing with reliability. The diagnostic framework quantifies Human Debt across psychological safety, decision quality, and accountability — and traces its compound interaction with Technical Debt into Execution Debt. Originally documented in People Before Tech (2020); the live diagnostic runs at peoplenottech.com.