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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Construction

AI for Preconstruction Budgeting: Early Cost Estimation From Schematic Designs

Getting an accurate budget from early-stage designs is one of the hardest problems in construction. AI estimation tools are closing the gap between schematic-phase budgets and final costs.

Basel IsmailApr 11, 2026

Insurance

AI for Usage-Based Insurance: Real-Time Premium Calculation From Driving Data

Usage-based insurance prices auto coverage based on actual driving behavior rather than demographic proxies. AI processes telematics data in real time to calculate premiums that reflect genuine risk.

Basel IsmailApr 11, 2026

Ecommerce retail

AI for Retail Workforce Scheduling: Matching Staffing to Predicted Foot Traffic

Retail labor is one of the biggest controllable costs, but scheduling too many or too few workers hurts both margins and customer experience. AI matches staffing to predicted traffic patterns with precision.

Basel IsmailApr 11, 2026

Logistics transportation

Automated Denied Party Screening for Export Compliance

Shipping to a denied party can result in criminal penalties and loss of export privileges. AI automates screening against government restricted party lists, catching matches that manual searches miss while reducing false positives that slow down legitimate shipments.

Basel IsmailApr 11, 2026

Manufacturing

How AI Inspects Injection Molded Parts for Warping and Flash Defects

Injection molding defects like warping, flash, and short shots waste material and time. AI vision and process monitoring catch them as they happen.

Basel IsmailApr 11, 2026

Accounting tax

How AI Handles Complex Partnership Tax Allocations and K-1 Preparation

Partnership tax allocations are among the most complex calculations in tax compliance. AI handles the multi-layered logic of special allocations, 704(b) capital accounts, and K-1 preparation at scale.

Basel IsmailApr 11, 2026

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Law firms

Automated Legal Project Management: Tracking Milestones Across Complex Matters

Complex legal matters involve dozens of interconnected tasks and deadlines. AI-powered project management helps firms track milestones, allocate resources, and keep matters on schedule.

Basel IsmailApr 11, 2026

Healthcare

AI for Hospice Care Documentation: Automating Certification and Recertification

Hospice certification and recertification documentation must demonstrate terminal prognosis eligibility, and getting it wrong means denied claims or compliance investigations. AI now guides clinicians through the documentation requirements.

Basel IsmailApr 11, 2026

Construction

How AI Helps Design-Build Firms Win More Competitive Proposals

Design-build proposals require compelling technical solutions and competitive pricing in a short timeframe. AI tools help firms develop stronger proposals faster.

Basel IsmailApr 11, 2026

Insurance

How AI Monitors Social Media for Early Claim Fraud Indicators

Social media posts can reveal when insurance claims do not match reality. AI monitors public social media activity to identify fraud indicators that traditional investigation methods miss.

Basel IsmailApr 11, 2026

Ecommerce retail

Automated Product Review Moderation at Scale

Product reviews drive conversions, but fake and inappropriate reviews undermine trust. AI moderates reviews at scale, catching fraud and policy violations that manual review cannot keep up with.

Basel IsmailApr 11, 2026

Logistics transportation

AI for International Shipping Document Preparation: Commercial Invoice and Packing List

International shipments require accurate commercial invoices, packing lists, and supporting documents that satisfy customs requirements in both the origin and destination countries. AI automates document preparation, eliminating the errors that cause customs delays.

Basel IsmailApr 11, 2026

1,319 articles