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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Law firms

AI for Shareholder Activism Response: Analyzing Proxy Advisory Recommendations

When activist investors target a company, the legal response requires rapid analysis of proxy advisors and shareholder sentiment. AI helps corporate defense teams respond faster and more strategically.

Basel IsmailApr 18, 2026

Healthcare

Automated Provider Enrollment Status Monitoring Across All Payers

Provider enrollment lapses mean claims get denied and revenue stops. Automated monitoring systems now track enrollment status across every payer and alert practices before lapses occur.

Basel IsmailApr 18, 2026

Construction

Automated Marine Construction Planning: Tidal and Weather Window Optimization

Marine construction depends on tides, weather, and sea conditions. AI planning tools identify optimal work windows and sequence activities to maximize the limited periods when work can proceed.

Basel IsmailApr 18, 2026

Insurance

Automated Insurance Data Quality Monitoring and Cleansing

Bad data costs insurance carriers money in every part of their operation. AI continuously monitors data quality and fixes issues before they affect underwriting, claims, and financial reporting.

Basel IsmailApr 18, 2026

Ecommerce retail

Automated Customer Feedback Loop From Reviews to Product Development

Customer reviews contain product improvement ideas that most brands never act on. AI extracts actionable insights from review data and feeds them directly into the product development process.

Basel IsmailApr 18, 2026

Logistics transportation

Automated Vehicle Inspection Report Digitization and Fleet Compliance Dashboard

Paper vehicle inspection reports create a compliance paper trail that is hard to manage and impossible to analyze. AI digitizes inspections and feeds the data into compliance dashboards that show fleet health at a glance.

Basel IsmailApr 18, 2026

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Due diligence

Legal Industry AI for Document Review and Contract Analysis

92% of legal professionals now use at least one AI tool daily. Contract AI usage among in-house teams has nearly quadrupled since 2024. The legal industry's relationship with technology is changing fast.

Basel IsmailApr 18, 2026

Advisory

AI in Professional Services Firms and Consulting

Gartner estimates 40% of consulting tasks are automatable. Tools like McKinsey's Lilli can already handle roughly 80% of a junior analyst's typical research and slide work. The economics of consulting are shifting.

Basel IsmailApr 18, 2026

Artificial intelligence

Real Estate and Property Management AI Applications

AI property valuation models now achieve median error rates as low as 2.8%, and 63% of property companies report revenue increases with AI integration. The industry is being reshaped from valuation to tenant management.

Basel IsmailApr 18, 2026

Artificial intelligence

Logistics and Supply Chain AI for Cost Reduction

McKinsey reports that AI in supply chain operations cuts logistics costs by 5-20%. UPS's ORION system processes 30,000 route optimizations per minute. The savings are real, documented, and compounding.

Basel IsmailApr 18, 2026

Artificial intelligence

Education and Training Organizations Using AI for Scale

Students in AI-powered learning environments achieve 54% higher test scores. AI tools now auto-grade 48% of all multiple-choice assessments in U.S. public schools. Education is scaling without proportionally growing staff.

Basel IsmailApr 18, 2026

Business intelligence

What the Next 18 Months of Enterprise AI Will Look Like

Enterprise AI is in a peculiar phase. The technology is advancing faster than most organizations can absorb it, but the gap between pilot projects and production deployments remains stubbornly wide. The next 18 months will determine which organizations bridge that gap.

Basel IsmailApr 18, 2026

1,319 articles