Field notes on AI in business
Practical writing on AI, automation and the day-to-day work of running a business. From the team that builds and runs AI systems.
Healthcare
How AI Reduces Claim Denial Rates From 12% to Under 4%
AI claim scrubbing catches coding errors, missing modifiers, and eligibility gaps before submission, dropping denial rates dramatically.
Basel IsmailApr 2, 2026
Ecommerce retail
AI for Returns Processing: Predicting Which Returns Are Fraudulent
Return fraud costs retailers $24 billion annually. AI models trained on behavioral signals can flag suspicious returns before they drain margins.
Basel IsmailApr 2, 2026
Construction
How Machine Learning Improves Earthwork Volume Calculations From Survey Data
Machine learning applied to survey data is producing earthwork volume estimates that are consistently tighter than traditional grid and cross-section methods.
Basel IsmailApr 2, 2026
Construction
AI for Concrete Quantity Estimation: Accuracy Benchmarks Against Manual Takeoff
Testing AI concrete estimation tools against experienced estimators reveals surprising accuracy gaps and strengths worth understanding.
Basel IsmailApr 2, 2026
Manufacturing
Predictive Maintenance ROI: A Real Factory's Numbers After 18 Months
One mid-size manufacturer tracked every dollar of their predictive maintenance deployment for 18 months. Here are the actual figures.
Basel IsmailApr 2, 2026
Manufacturing
Thermal Imaging AI for Detecting Bearing Failures Before Catastrophic Breakdown
Infrared cameras paired with AI can spot bearing hot spots 10-14 days before failure, catching problems vibration sensors sometimes miss.
Basel IsmailApr 2, 2026
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Manufacturing
How Vibration Analysis AI Predicts CNC Machine Failure 3 Weeks Early
Vibration sensors paired with ML models flag CNC spindle degradation weeks before failure, saving manufacturers thousands in unplanned downtime.
Basel IsmailApr 2, 2026
Ecommerce retail
Automating Order Status and Tracking Inquiries: The Easiest AI Win in Ecommerce
Order tracking questions make up 35% of ecommerce support volume and are the simplest category to automate with AI, delivering measurable ROI in weeks.
Basel IsmailApr 2, 2026
Ecommerce retail
How AI Chatbots Handle 73% of Ecommerce Customer Inquiries Without Human Help
AI chatbots now resolve nearly three-quarters of ecommerce support tickets autonomously, but the details of which inquiries they handle well matter more than the headline number.
Basel IsmailApr 2, 2026
Advisory
Competitive Intelligence for Startups Running on Limited Budget
Good competitive intelligence does not require expensive tools. Here are the free sources and weekly routines that give startups a real edge.
Basel IsmailApr 1, 2026
Business intelligence
Tracking Competitor Hiring as a Strategic Early Warning System
Companies cannot fake their hiring. When a competitor starts posting for machine learning engineers or international sales leads, they are revealing their roadmap.
Basel IsmailApr 1, 2026
Competitive intelligence
How Companies Benchmark Themselves Against Industry Peers
Industry benchmarks are only useful if you pick the right peers and the right metrics. Here is how to do both without fooling yourself.
Basel IsmailApr 1, 2026
1,319 articles