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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Artificial intelligence

How to Build an AI Literacy Program for Your Entire Organization

AI literacy programs ensure every employee understands AI capabilities, limitations, and practical applications relevant to their role.

Basel IsmailApr 9, 2026

Company analysis

The Art of Assessing Leadership Without Meeting Anyone

Leaders leave an enormous amount of public signal. LinkedIn profiles, conference talks, org changes, and decision patterns build a surprisingly detailed picture of who's running the show.

Basel IsmailApr 9, 2026

Company analysis

Why Employee Count Growth Rate Matters More Than Employee Count

A company has 200 employees. Without context, the number is meaningless. Growth rate, acceleration, and the composition of that growth carry far more signal about actual trajectory.

Basel IsmailApr 9, 2026

Company analysis

Three Signals That a Company Is About to Pivot

By the time a company announces a pivot, it's been underway for months. New job titles, quiet domain registrations, and targeted leadership changes are the early warning signs.

Basel IsmailApr 9, 2026

Competitive intelligence

Revenue Gap Analysis Finds Money Companies Are Leaving on the Table

The biggest revenue opportunities usually sit inside the existing business, hidden in pricing inefficiencies, conversion leaks, churn, and missed upsell moments.

Basel IsmailApr 9, 2026

Artificial intelligence

Why On-Premises AI Deployment Matters for Sensitive Industries

When a defense contractor needs to analyze classified communications, that data cannot leave the building. When a hospital system runs AI diagnostics on patient records, HIPAA dictates exactly where that data can travel. For these organizations, cloud-based AI is often a regulatory impossibility.

Basel IsmailApr 9, 2026

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Manufacturing

How AI Detects Spindle Bearing Degradation in High-Speed Machining Centers

Spindle bearings in CNC machining centers operate at extreme speeds and tight tolerances. AI monitoring catches degradation patterns that traditional vibration thresholds miss entirely.

Basel IsmailApr 8, 2026

Accounting tax

Automating the Annual Client Satisfaction Survey and Acting on Results

Client satisfaction surveys are common but rarely lead to action. Automation handles the logistics so you can focus on the insights that actually improve retention and service quality.

Basel IsmailApr 8, 2026

Law firms

How AI Handles Pro Bono Case Screening and Intake for Large Firms

Large firms commit to pro bono work but struggle with the logistics of screening cases and matching them to available attorneys. AI makes the intake process more efficient and effective.

Basel IsmailApr 8, 2026

Healthcare

Automated Medical Records Release Processing and HIPAA Compliance Tracking

Medical records release requests come from patients, attorneys, other providers, and insurance companies, each with different authorization requirements. Automated systems now manage the entire release workflow while maintaining HIPAA compliance.

Basel IsmailApr 8, 2026

Construction

How AI Scores Subcontractor Reliability Using Historical Performance Data

Picking the right subcontractor is one of the most impactful decisions on a construction project. AI scoring models use historical data to predict which subs will actually deliver.

Basel IsmailApr 8, 2026

Insurance

AI for Excess and Surplus Lines: Finding Coverage for Hard-to-Place Risks

Excess and surplus lines insurance handles the risks that standard markets will not touch. AI helps E&S underwriters evaluate unusual risks faster and find coverage solutions for hard-to-place accounts.

Basel IsmailApr 8, 2026

1,319 articles