Aerial thermal data can guide envelope investigations and renovation plans, but useful evidence requires the right conditions, calibration, interpretation, and confirmation.

A superintendent should be able to capture an issue while looking at the work. Voice AI can reduce typing, but the record still needs project context and accountable review.