How Real Businesses Run on AI: Case Studies by Industry
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How Real Businesses Run on AI

A sourced set of case studies on how operators across retail, small business, marketing, manufacturing, and real estate actually run daily work on AI. What works. What backfires. What to copy if you want the operating system, not the gimmick.

Choosing your AI?

Claude vs ChatGPT for Business

A blunt comparison of where each assistant wins and which one belongs in serious client work.

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More case studies

See how more industries run on AI.

Accounting

How Accounting Firms Run on AI

Fifteen real small and mid-sized firms worldwide, from a solo bookkeeper to a 250-person practice, and what happened when they put AI on the work.

Construction

How Construction Runs on AI

Ten real construction and engineering companies and exactly what they built with AI: faster estimating, jobsite safety, and generative design.

Hospitality

How Hotels Run on AI

From the booking page to the front desk to the room itself, a sourced look at ten real hotel companies and what actually worked.

Legal

How Law Firms Run on AI

A practical map of where AI now does real work inside a law firm, from intake to research to the demand letter to the bill.

Healthcare

How Medical Practices Run on AI

An honest look at where AI already does real work inside a medical practice, from clinical documentation to record summaries and prior authorizations.

Nonprofit

How Nonprofits Run on AI

Ten real nonprofits and mission-driven organizations using AI in production right now, and what each one actually does.

Wealth

How Wealth Management Runs on AI

An honest look at where AI already does real work inside a wealth practice, from client recaps and meeting prep to research and portfolio commentary.

Government

How State & Local Governments Run on AI

Benefits casework, 311 requests, permits, and translation across agencies, cities, and counties.

Government

How U.S. Federal Agencies Run on AI

What federal agencies have publicly documented, from veteran cancer screening to internal chatbots.

Banking

How Banks Run on AI

Twelve real chartered banks, from JPMorgan and Goldman to DBS and CommBank, and what actually happened.

Private Equity

How Private Equity Firms Run on AI

Real use cases from EQT, Blackstone, KKR, Vista and Carlyle across sourcing, diligence, and portfolio ops.

Insurance

How Insurance Agencies Run on AI

Where AI does real work inside an independent agency, from quoting prep to plain-English policy summaries.

Consulting

How Consulting Firms Run on AI

Where AI does real work inside an engagement, from scoping to research to the deck to business development.

HR

How HR Teams Run on AI

Ten real examples from IBM, Chipotle, GM and Delta across hiring, HR service, and internal mobility.

Education

How Universities Run on AI in 2026

System-wide rollouts and in-house tools built behind privacy walls, from EDUCAUSE data and named schools.

Hospitality

How Restaurants Run on AI

Named chains from Shake Shack and Wendy’s to Chipotle, Domino’s and Yum Brands, with real results.