BlogResearch and field notes on AI adoption in manufacturing, construction, transportation, staffing and facilities management.https://www.neuronylabs.comHow to tell whether your AI rollout actually stuckhttps://www.neuronylabs.com/blog/rollout-scorecardhttps://www.neuronylabs.com/blog/rollout-scorecard57% of employees hide their AI use. Your usage dashboard is measuring the wrong thing. What a rollout scorecard measures instead, department by department.Fri, 28 Aug 2026 00:00:00 GMTFri, 28 Aug 2026 00:00:00 GMTMethodWhere staffing firms actually lose placement hourshttps://www.neuronylabs.com/blog/staffing-placement-hourshttps://www.neuronylabs.com/blog/staffing-placement-hoursTwo 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.Wed, 26 Aug 2026 00:00:00 GMTWed, 26 Aug 2026 00:00:00 GMTStaffing & RecruitingAI vendor lock-in: how to keep your decision logic when the platform changeshttps://www.neuronylabs.com/blog/ai-vendor-lock-inhttps://www.neuronylabs.com/blog/ai-vendor-lock-in89% 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.Mon, 24 Aug 2026 00:00:00 GMTMon, 24 Aug 2026 00:00:00 GMTArchitectureWhy AI adoption lags hardest where the work is physicalhttps://www.neuronylabs.com/blog/ai-adoption-physical-workhttps://www.neuronylabs.com/blog/ai-adoption-physical-workConstruction, trucking and manufacturing sit at the bottom of every AI adoption measure. Three methods, one answer, and it costs more than anyone counts.Tue, 04 Aug 2026 00:00:00 GMTTue, 04 Aug 2026 00:00:00 GMTAI AdoptionTrucking has the lowest AI adoption of any industry. It also has the clearest use case.https://www.neuronylabs.com/blog/ai-in-trucking-lowest-adoptionhttps://www.neuronylabs.com/blog/ai-in-trucking-lowest-adoption94.5% 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.Tue, 28 Jul 2026 00:00:00 GMTTue, 28 Jul 2026 00:00:00 GMTTransportation & WarehousingThe difference between an AI pilot and a proof-of-concepthttps://www.neuronylabs.com/blog/ai-pilot-vs-proof-of-concepthttps://www.neuronylabs.com/blog/ai-pilot-vs-proof-of-conceptA 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.Tue, 21 Jul 2026 00:00:00 GMTTue, 21 Jul 2026 00:00:00 GMTMethodThe 70-point gap: manufacturers have an AI strategy, and it is nowhere near the floorhttps://www.neuronylabs.com/blog/manufacturing-ai-strategy-gaphttps://www.neuronylabs.com/blog/manufacturing-ai-strategy-gap90% of industrial products companies are implementing an AI strategy. 20% have it embedded. The other 70 points are sitting in sales and marketing.Tue, 14 Jul 2026 00:00:00 GMTTue, 14 Jul 2026 00:00:00 GMTManufacturingThe real cost of a stalled RFI in constructionhttps://www.neuronylabs.com/blog/cost-of-stalled-rfihttps://www.neuronylabs.com/blog/cost-of-stalled-rfi17.2 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.Thu, 09 Jul 2026 00:00:00 GMTThu, 09 Jul 2026 00:00:00 GMTConstructionFacilities management: how one missed preventive maintenance date becomes an emergency callhttps://www.neuronylabs.com/blog/facilities-missed-pm-datehttps://www.neuronylabs.com/blog/facilities-missed-pm-dateA 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.Tue, 02 Jun 2026 00:00:00 GMTTue, 02 Jun 2026 00:00:00 GMTFacilities Management