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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Company analysis

How to Evaluate a Company You've Never Heard Of

Someone mentions a company you've never heard of. You have 30 minutes. Here's a systematic approach to building a picture from scratch using only public information.

Basel IsmailApr 10, 2026

Artificial intelligence

The CTO's Guide to Evaluating AI Solutions

CTOs evaluating AI solutions need to assess technical architecture, security posture, integration complexity, and vendor lock-in risk.

Basel IsmailApr 10, 2026

Business intelligence

Information Security Frameworks Every AI-Adopting Company Needs

AI adoption requires updated information security frameworks covering data governance, access control, model security, and regulatory compliance.

Basel IsmailApr 10, 2026

Automation

Workforce Utilization Mapping and What It Tells Management

When you map every task every employee performs, patterns emerge. Some roles spend 60 percent of their time on work that could be automated. Here is what this discovery process reveals.

Basel IsmailApr 10, 2026

Manufacturing

AI for Monitoring Cutting Tool Wear in Automated Machining

Cutting tools wear out during machining, but the rate varies with material, speed, and conditions. AI monitors tool wear in real time and predicts the optimal replacement point.

Basel IsmailApr 9, 2026

Accounting tax

Automating New Client Background Checks and Risk Assessment

Not every prospective client is a good fit. Automated risk assessment helps firms screen new clients efficiently, protecting against fraud, compliance issues, and unprofitable engagements.

Basel IsmailApr 9, 2026

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Healthcare

AI for Fertility Clinic Revenue Cycle: Managing Complex Treatment Package Billing

Fertility clinics deal with treatment packages that bundle multiple services across multiple visits, creating billing complexity that standard medical billing systems were never designed to handle. AI now manages package tracking, unbundling, and payer-specific billing rules.

Basel IsmailApr 9, 2026

Law firms

Automated Personal Injury Settlement Demand Letter Generation

Settlement demand letters in personal injury cases require detailed compilation of medical records, damages, and liability analysis. AI helps firms generate thorough demands faster.

Basel IsmailApr 9, 2026

Construction

AI for Quality Control Photography Organization and Deficiency Tracking

Construction quality control generates thousands of photographs. AI organization tools make this photo library searchable, organized, and connected to deficiency tracking workflows.

Basel IsmailApr 9, 2026

Insurance

How Machine Learning Detects Social Inflation Patterns in Liability Claims

Social inflation is driving up liability claim costs beyond what economic inflation explains. Machine learning helps carriers identify and quantify these trends before they devastate loss ratios.

Basel IsmailApr 9, 2026

Ecommerce retail

Automated Gift Card Fraud Detection and Balance Management

Gift card fraud is a growing problem that costs retailers billions annually. AI detects fraudulent patterns in gift card activity that rule-based systems miss entirely.

Basel IsmailApr 9, 2026

Logistics transportation

AI for Managing Contract Rate vs Spot Market Allocation

The balance between contract freight and spot market exposure determines your transportation cost stability. AI optimizes this allocation dynamically based on market conditions, capacity signals, and cost projections.

Basel IsmailApr 9, 2026

1,319 articles