FirmAdapt

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.

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Ecommerce retail

AI for Markdown Optimization: When to Discount and by How Much

Most retailers discount too early, too deep, or both. AI markdown optimization models can recover 5-15% of lost margin by timing and sizing discounts precisely.

Basel IsmailApr 2, 2026

Insurance

Medical Bill Review Automation in Liability Claims

Medical bills in liability claims are complex, frequently miscoded, and often inflated. Automated review catches errors and reduces costs without slowing down the claims process.

Basel IsmailApr 2, 2026

Insurance

How AI Detects Staged Auto Accidents Using Pattern Recognition

Staged accidents cost the insurance industry billions annually. AI pattern recognition is catching fraud rings that traditional investigation methods miss.

Basel IsmailApr 2, 2026

Insurance

Workers Compensation Claims Automation: From Injury Report to Resolution

Workers comp claims involve a tangle of medical treatment, disability ratings, and return-to-work coordination. Automation is untangling the process and getting injured workers back on their feet faster.

Basel IsmailApr 2, 2026

Insurance

AI for Homeowners Claims: Photo Damage Assessment vs Traditional Inspection

Sending an adjuster to every homeowners claim is expensive and slow. AI-powered photo assessment is handling routine damage estimates faster, but it is not replacing inspections entirely.

Basel IsmailApr 2, 2026

Insurance

Subrogation Recovery Automation: Why Carriers Leave Millions Uncollected

Subrogation is one of the biggest revenue recovery opportunities in insurance, and most carriers are only capturing a fraction of what they are owed. Automation is closing that gap.

Basel IsmailApr 2, 2026

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