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

Law firms
Law firm budgets are notoriously inaccurate. AI changes this by analyzing historical matter data to produce budgets that actually predict what things will cost.

Law firms
Billing disputes damage client relationships. AI billing review catches the errors, inconsistencies, and guideline violations that manual review misses, before the invoice goes out.

Law firms
Interrogatory responses are tedious, repetitive, and take far more attorney time than they should. AI tools are compressing the drafting process without sacrificing the precision that discovery responses require.

Healthcare
AI ICD-10 tools parse clinical notes to suggest diagnosis codes with specificity that manual lookup often misses. Here is what the workflow looks like.

Law firms
AI brief drafting tools are getting better fast. But the gap between what they promise and what they deliver is worth understanding before you rely on them for anything that matters.

Insurance
Commercial property claims involve large, complex structures where traditional inspection takes days. Satellite and drone imagery combined with AI is compressing that timeline dramatically.
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Insurance
When a hurricane or wildfire generates thousands of claims overnight, traditional staffing models break down. AI-powered systems are filling the gap between catastrophe volume and adjuster capacity.

Insurance
Setting accurate reserves early in the claim lifecycle has a direct impact on financial reporting and claims outcomes. Predictive models are doing it faster and more accurately than manual methods.

Ecommerce retail
Size-related returns account for 40% of apparel returns in ecommerce. AI sizing tools that analyze body measurements and fit preferences are cutting return rates by 30%.

Ecommerce retail
Collaborative filtering powers most recommendation engines, but newer approaches combining deep learning with contextual signals are lifting conversion rates 2-3x.

Ecommerce retail
Standard cart abandonment emails recover 3-5% of abandoned carts. Predictive AI models that personalize timing, channel, and offer can push recovery rates to 12-18%.

Ecommerce retail
Personalized pricing uses customer behavior data to offer targeted discounts and bundles that increase order value without blanket markdowns.
1,319 articles