Exposure Pulse is an exposure-mapping instrument.
It is used to determine where AI actually shapes outcomes, creates dependency, or constrains human action — regardless of intent, ownership, or design.
The question this Pulse answers:
Where does AI influence outcomes, decisions, or dependencies in ways that matter for human authority?
Exposure Pulse does not ask whether AI should be used, governed, or controlled.
It establishes where influence exists in fact, not where it is declared or assumed.
When this Pulse is used
Exposure Pulse is used when credible AI influence is present, but its location, reach, or consequences are unclear.
It is appropriate in environments where:
• AI influence is indirect, distributed, or embedded
• outcomes depend on models, systems, or data not fully owned or controlled
• responsibility is formally assigned but practically diluted
• decisions appear human-led but are materially shaped elsewhere
In these conditions, governance discussions often focus on structure while exposure remains unexamined.
What Exposure Pulse does:
• Maps where AI shapes outcomes, dependencies, or constraints
• Identifies points where human decision-making is materially influenced
• Makes exposure visible even when authority is formally retained
What Exposure Pulse does not do:
• Judge appropriateness, risk, or acceptability
• Evaluate controls, safeguards, or mitigations
• Assign accountability or responsibility
• Recommend changes, responses, or actions
Exposure is recorded as it exists — not as it is intended.
Outputs
Exposure Pulse produces one of the following outcomes:
• Exposure mapped - AI influence materially shapes outcomes or dependency
• No material exposure - AI influence does not shape outcomes in a meaningful way
• Indeterminate - exposure cannot be reliably established with available evidence
Exposure mapping does not imply deficiency, fault, or obligation. Exposure Pulse is intentionally separated from interpretation and response. Luminary Diagnostics does not advise on how exposure should be reduced, managed, or accepted. Using this Pulse to justify remediation, enforcement, blame, or reassurance is a misuse of the instrument.