Notes on AI, automation and building better systems.
Will AI Replace Lawyers?
AI can review documents, research case law, and analyze contracts faster than any junior associate. It still can't stand up in court, negotiate a settlement, or take responsibility for a client's outcome. Here's what the profession actually looks like on the other side.
Virtual Assistant Services: What You Actually Get (and What They Cost)
The real 2026 pricing for virtual assistant services — freelance, agency, dedicated, and where AI agents now fit in. Honest tradeoffs on what a VA can actually do, where they struggle, and how to pick without over-hiring.
Procurement Automation: What to Automate First in Purchasing
Requisitions, approvals, and PO matching automate cleanly. Vendor negotiation still needs a human. Here's the practical starting sequence for a small procurement function that doesn't want to buy an enterprise platform.
Will AI Replace Accountants?
The data entry side of accounting is already gone. The advisory side is more valuable than ever. Here's an honest look at what AI actually replaces in accounting, what it doesn't, and what a career looks like on the other side of the shift.
Law Firm Intake Services: What They Cost and How They Actually Work
A missed intake call at a personal-injury firm can be a $10,000 case that just went to the firm across town. Here's what legal intake services actually cost in 2026 — human, outsourced, and AI — and how a small firm decides.
Legal Document Automation: What It Can and Can't Do
Templates and clause-checking automate cleanly. Novel drafting and judgment don't. Here's an honest map of what legal document automation actually handles in 2026, and what still belongs to a lawyer.
Will AI Replace Teachers?
AI can grade your quizzes and plan your lessons. It can't hold a classroom together. Here's an honest look at what AI already does in schools, what it can't, and what the next few years actually look like for teaching.
Dental Office Answering Service: In-House vs. Outsourced vs. AI
The real 2026 pricing for dental answering — including the per-minute traps most quotes hide. What each option actually costs, where each one breaks, and how a small practice decides without a spreadsheet.
Contract Automation: What It Handles and What It Doesn't
Contract automation is faster than most people give it credit for on templates and slower than the pitch on judgment. Here's what actually works, what breaks, and how to tell if your contracts are ready for it.
Property Management Answering Service: What It Actually Costs and How to Choose One
A missed leasing call costs an average of $1,000 in lost rental income. Here is what a property management answering service actually costs in 2026, where the traditional model breaks, and how in-house, outsourced, and AI-powered options really compare.
The Right Order to Automate Hiring (And the Steps That Will Get You Sued)
AI is finally moving the 42-day time-to-hire number. But most companies are automating the wrong step first and ending up in court. Here is which parts of hiring to automate now, and which to leave alone.
Will AI Take Your Job? What the Data Actually Shows
The entry-level version of every job is quietly disappearing. Here’s what Stanford, McKinsey, OECD, and BLS actually show, and what to do about it.
