Feature 05 / Enterprise Authority

AI efficiency is measurable.
So is what it costs the people who generated it.

The Organizational Dignity Layer is the first board-level metric for whether your AI deployment is building human capital or depleting it. Three scored indexes. One verdict. A board-ready report.

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Four verdict tiers

Dignity Positive

AI deployment is proceeding with material investment in transition and confirmed reinvestment of efficiency gains.

Developing

Some investment programs exist. Identified gaps must be closed before the next deployment phase.

Extraction Risk

The ratio of high-exposure roles to transition support creates measurable risk that gains are not being reinvested.

Dignity Deficit

Significant displacement risk without adequate transition infrastructure. Immediate board-level action required.

The three indexes

Development Index

Measures the degree to which the organization has invested in reskilling, transition support, individual disclosure, and reinvestment of AI-generated savings into people development.

Extraction Index

Measures the ratio of AI efficiency gains being retained by the organization against the investment being returned to the workforce. High extraction without reinvestment is a governance risk.

Resilience Index

Measures how well-prepared the workforce is for the transition based on implementation timeline, action diversity, and the presence of structured support programs.

What the board report contains

Every Dignity Score generates a board-ready .docx report containing the organization name, overall verdict and score, three index scores with plain-English explanations, the human cost signal, three specific board-level action recommendations, a risk statement calibrated to the verdict tier, and SerenIQ™ branding.

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