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

How AI Assists With Bankruptcy Proof of Claim Review and Filing

Bankruptcy cases generate enormous volumes of proof of claim filings. AI tools help law firms review, categorize, and flag issues in these claims far faster than manual review allows.

Basel IsmailApr 5, 2026

Construction

How AI Predicts Which Projects Will Go Over Budget Before Ground Breaking

Early budget prediction models are getting surprisingly accurate by analyzing historical project data, design complexity, and market conditions before construction even starts.

Basel IsmailApr 5, 2026

Insurance

Automated Roof Damage Assessment Using Aerial Imagery After Storms

How insurance carriers use drone and satellite imagery combined with AI to assess roof damage at scale after major storm events, cutting inspection timelines from weeks to hours.

Basel IsmailApr 5, 2026

Logistics transportation

How AI Manages Driver Training Needs Identification From Performance Data

Most fleet training programs are generic. Every driver gets the same modules regardless of their actual skill gaps. AI changes this by analyzing individual performance data to identify exactly where each driver needs improvement and delivering targeted training that actually moves the needle.

Basel IsmailApr 5, 2026

Ecommerce retail

How AI Manages Pre-Order Demand Forecasting for New Product Launches

Forecasting demand for a product that has never been sold before is one of the hardest problems in retail. AI approaches it by analyzing proxy signals that traditional forecasting methods miss entirely.

Basel IsmailApr 5, 2026

Company analysis

How Customer Reviews Shape the Real Picture of a Business

Individual reviews are unreliable. Patterns across hundreds of reviews are remarkably consistent indicators of company health, if you know how to read them.

Basel IsmailApr 5, 2026

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Company analysis

What a Company's Tech Stack Tells You About Its Future

Technology choices compound. They determine how fast a company can move, how easily it can scale, and how vulnerable it is to disruption. If you're not looking at the tech stack, you're missing a critical dimension.

Basel IsmailApr 5, 2026

Artificial intelligence

Zero-Trust Architecture for AI-Powered Business Operations

Zero-trust principles applied to AI agents ensure every action is verified, every data access is logged, and no agent has unlimited privileges.

Basel IsmailApr 5, 2026

Artificial intelligence

The Three Stages of Corporate AI Adoption

Companies adopt AI in a predictable progression: task automation, specialized intelligence, and virtual AI employees. Each stage builds on the one before it.

Basel IsmailApr 5, 2026

AI agents

What Swarm AI Means for Multi-Agent Business Operations

Single AI agents handling isolated tasks are already old news. The architecture that is reshaping enterprise operations in 2026 involves swarms of specialized agents coordinating autonomously, dividing complex workflows across parallel tracks, and reassembling results without a single human touching the process.

Basel IsmailApr 5, 2026

Advisory

Building a Company Profile for Board-Level Presentations

Board-level company profiles require concise scoring, specific risk callouts, honest competitive positioning, and recommendations concrete enough to act on.

Basel IsmailApr 5, 2026

Accounting tax

Real Estate Accounting Automation: Managing Trust Accounts and Escrow Reconciliation

Real estate brokerages handle millions in trust account funds. One reconciliation error can trigger regulatory action. AI keeps the numbers clean automatically.

Basel IsmailApr 4, 2026

1,319 articles