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

Insurance
Run-off books contain legacy policies no longer being written but still generating claims. AI helps carriers manage these portfolios more efficiently and plan for orderly resolution.

Accounting tax
The biggest risk in AI adoption is workflow disruption causing staff resistance. Here is how mid-size firms manage the transition.

Ecommerce retail
Fresh products generate some of the highest margins in grocery but also the highest waste. AI predicts spoilage timing and optimizes pricing, placement, and replenishment to minimize waste while maximizing sales.

Logistics transportation
Trailer pools are expensive assets that spend too much time sitting idle in the wrong locations. AI tracks utilization patterns and orchestrates redistribution to put trailers where they are needed before the need becomes urgent.

Manufacturing
Supplier bankruptcies catch manufacturers off guard. AI monitors financial signals, payment patterns, and operational indicators to flag at-risk suppliers months in advance.

Law firms
Alternative fee arrangements require accurate cost predictions. AI analyzes historical matter data to help firms price fixed fees, caps, and success fees with confidence.
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Healthcare
Hospitals and other 24/7 healthcare facilities face staff scheduling challenges that spreadsheets cannot solve at scale. AI scheduling systems now optimize shift assignments while respecting labor rules, skill requirements, and staff preferences.

Construction
Retainage tracking across dozens of subcontractors with different completion statuses and release triggers is a bookkeeping challenge that AI handles cleanly.

Insurance
Premium leakage, where policyholders pay less than their risk warrants, silently erodes carrier profitability. AI identifies where and why it happens across commercial lines portfolios.

Accounting tax
Manual processes cost more than hours consumed. Hidden costs of rework, errors, and missed opportunities drag on profitability.

Ecommerce retail
Getting a lapsed customer to return is cheaper than acquiring a new one, but only if the win-back offer is right and the timing is right. AI optimizes both for each individual customer.

Logistics transportation
Electric delivery vehicles introduce a constraint that diesel trucks do not have: range anxiety backed by actual range limitations. AI route planning for EVs accounts for battery capacity, charging station locations, and delivery schedules to make electric fleets work in practice.
1,319 articles