Evaluate factuality, numerical validity, feasibility, safety, cognitive burden, instruction coherence, hidden assumptions, distribution shift, auditability, calibration, abstention, and correction.
Detect profiles where engagement or revenue objectives score highly while wellbeing, trust, factual environment, hidden systemic risk, and independent feedback deteriorate.
Diagnose compliance success under mission failure: procedures and throughput remain strong while material feasibility, service quality, dignity, or correction pathways drift.
Assess constructed coherence alongside ecological limits, externalized costs, labor wellbeing, opacity, tail risk, and corrective governance.
Prioritize clinical and factual validity, patient safety, dignity, access, uncertainty, auditability, appeal, and correction latency. Consequential use requires empirically calibrated higher domain floors.
Assess factual grounding, jurisdiction, procedural legitimacy, proportionality, due process, hidden bias, social trust, enforcement externalities, and appeal mechanisms.
Test whether metrics such as completion rates or test scores remain connected to learning, cognitive sustainability, accessibility, agency, and corrective feedback.
Use AIx as a structured reflection tool for material feasibility, wellbeing, obligations, unknown risks, and feedback loops. It does not replace professional advice.