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Updates on AI in the physical economy.

Tips for soon-to-be AI-Native companies.

AI Adoption
Why AI adoption lags hardest where the work is physical

Construction, trucking and manufacturing sit at the bottom of every AI adoption measure. Three methods, one answer, and it costs more than anyone counts.

Transportation & Warehousing
Trucking has the lowest AI adoption of any industry. It also has the clearest use case.

94.5% of fleets bill detention. Fewer than half of those invoices get paid. On a 75-truck fleet that gap is roughly $308,000 a year, lost to paperwork.

Construction
The real cost of a stalled RFI in construction

17.2 RFIs per $1M of construction cost. Eight hours each. A 9.7 day median reply. What bid week and RFI turnaround actually cost a contractor.

Staffing & Recruiting
Where staffing firms actually lose placement hours

Two thirds of staffing firms are "doing AI." One in seven has bought anything, and almost all of it stopped at screening. The hours are somewhere else.

Facilities Management
Facilities management: how one missed preventive maintenance date becomes an emergency call

A federal audit found contractors had not completed 69% of sampled work orders, with sign-offs on work visibly undone. At a 3.6% margin, that arithmetic is brutal.

Method
The difference between an AI pilot and a proof-of-concept

A proof of concept is TRL-3. A pilot is TRL-7, running in an operational environment. The US government codified the difference decades ago. Most AI vendors ignore it.

Method
How to tell whether your AI rollout actually stuck

57% of employees hide their AI use. Your usage dashboard is measuring the wrong thing. What a rollout scorecard measures instead, department by department.

Architecture
AI vendor lock-in: how to keep your decision logic when the platform changes

89% of executives believe they could switch AI vendors within a month. Of those who tried, 58% hit failure or unexpected effort. The lock-in is in the rules, not the API.

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