Practical writing on AI, automation and the day-to-day work of running a business. From the team that builds and runs AI systems.

Manufacturing
Paper work instructions are static and hard to follow for complex assemblies. AI-powered AR overlays step-by-step guidance directly onto the work in progress.

Manufacturing
Knowing which operators can run which machines is critical for scheduling flexibility. AI maintains skill matrices and recommends cross-training priorities based on production needs.

Manufacturing
Manufacturing shift scheduling involves balancing labor costs, skill requirements, employee preferences, and labor regulations. AI finds schedules that satisfy all constraints simultaneously.

Manufacturing
Changing a production line is expensive and risky. AI-powered digital twins let you simulate changes virtually, testing throughput, bottlenecks, and resource needs before committing.

Manufacturing
CNC coolant degrades gradually, affecting tool life and part quality. AI tracks coolant condition through sensor data and predicts the optimal replacement window.

Manufacturing
Plastics processing parameters interact in complex ways. AI continuously adjusts mold temperature and pressure profiles to minimize defects and cycle time simultaneously.
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Manufacturing
Cobots handle repetitive tasks alongside human workers. AI makes them adaptive, able to adjust speed, force, and trajectory based on what the human partner is doing.

Law firms
Cannabis law involves navigating a patchwork of state regulations that change constantly. AI helps law firms track regulatory developments and maintain compliance across jurisdictions.

Healthcare
A surprising number of patients who present as uninsured actually have active coverage they are not aware of. Automated insurance discovery systems search payer databases to find coverage that patients themselves do not know they have.

Insurance
Subrogation recovery from at-fault third parties puts money back on the carrier bottom line. AI identifies recovery opportunities, calculates amounts, and manages the pursuit process at scale.

Construction
Winter construction requires temporary enclosures and heating to maintain work quality and schedule. AI planning optimizes the enclosure strategy to balance cost, energy, and productivity.

Manufacturing
Consignment inventory means your product sits at the customer until they use it. AI monitors consumption, automates replenishment, and prevents the working capital trap.
1,319 articles