A line of inquiry
AI Operations
Putting the routine work of a business on evaluated AI systems.
The front desk, the follow-up, the booking, the busywork: increasingly these run on AI systems rather than staff. This line covers how those systems are built, tested, and governed so they answer, book, and route on their own without ever acting unsupervised where a decision really matters.
18 pieces in this line, across 14 threads.
Thread
Governing AI at small-business scale
AI Governance for Small Business: Mapping NIST's Govern-Map-Measure-Manage Cycle onto a Ten-Person Firm
The enterprise framework for managing AI risk was written for organizations with compliance departments. Its four functions translate cleanly to a business that has none. Here is that translation, with the evidence behind it.
Read · 11 minEvaluating the Evaluator: AI Governance for a Small Business With No IT Department
Enterprise AI governance and evaluation practice was written for organizations with staff to run it. The underlying logic translates down. What a five-person business can realistically monitor on an ongoing basis, drawn from the frameworks and the reliability evidence.
Read · 12 minThread
The adoption gap
The Adoption Gap: 58% of Small Businesses Use AI, Fewer Than 10% Have Anything Fully Running
Headline adoption numbers say most small businesses now use AI. Primary surveys say almost none have it fully running in production. The distance between those two figures is the real risk, and this is what the evidence actually supports.
Read · 10 minWhy AI Pilots Fail: Reading the MIT 95% Report for Small-Business Operators
MIT found that 95 percent of enterprise generative-AI pilots showed no profit impact, and blamed organizational adoption, not model quality. The evidence, read carefully, and what the avoidable failures look like at ten-person scale.
Read · 10 minThread
The autonomy ladder
Dispatch, Estimate, Follow-Up: Where a Home-Services Business Should (and Shouldn't) Let an Agent Act Alone
The autonomy-ladder framework, applied station by station to a real home-services operation. Where AI agents for home services can run unattended, where a human gate is non-negotiable, and what the research says about each threshold.
Read · 11 minThe Autonomy Ladder: A Practitioner's Framework for Deploying AI Agents in a Small Business
AI agent autonomy is best granted in graduated, human-gated steps rather than all at once. The framework behind that claim, the documented failures that motivate it, and how the ladder maps onto a ten-person business.
Read · 11 minThread
The protocol layer of commerce
Agent-Buyable by Design: A Readiness Checklist for Agentic Commerce
The protocols that let an AI shopping agent buy from you shipped in 2025 with named payment networks and platforms behind them. Their technical requirements translate into a plain operational checklist a small merchant can act on, and here is that checklist with the evidence behind it.
Read · 11 minFrom Chatbot to Checkout: What the Agentic Commerce Protocol Actually Changes for a Merchant
ACP, AP2, and UCP shipped in late 2025 with named payment networks and platforms behind them. The plain-language mechanics of agent-initiated checkout, mandates, and shared payment tokens, and what a merchant should conclude from evidence that is real but young.
Read · 10 minThread
Governance, liability and the human-in-the-loop
Thread
What business AI usage actually looks like
Keep reading
The other lines of inquiry
The Macro Shift
The once-in-a-generation change in how people find a business.
The Attention Landscape
Where a market’s attention actually sits, and how it keeps moving.
Discovery Science
How buyers find a business now, across search and AI answers.
Choice Science
Why a buyer picks one business over another once both are found.
Conversion Science
Turning a visit you already earned into a booked customer.
Demand & Paid Media
Buying attention accountably, when you need customers this quarter.
Vertical Playbooks
How each kind of business gets found and chosen, on its own terms.
MSME & Global Commerce
The economics of the small and mid-size business online.
Trust, Ethics & Regulation
The line between persuasion and manipulation, and the rules that hold it.
Measurement & Honesty
Measuring visibility truthfully, and refusing the numbers that lie.
See where you stand in your own market.
A specialist-reviewed read of your visibility across search and AI answers, for your business and your market. No guaranteed number, and no obligation.