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  2. Author: Sara Austin

Author: Sara Austin

Construction

Human-led AI: Why Human Verification Changes Everything for Pre-Construction

Most construction waste hides in plain sight: an estimator at a senior wage doing the work of a search engine, a mismatch reconciled, a number re-keyed. None of it looks like waste alone. Summed across a year and priced at what skilled staff cost, the scale is staggering — and measurable.

June 30, 2026June 30, 2026

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