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Field notes

Field notes on the machine

Plain-language writing on AI marketing operations, answer engine optimization, and building a growth machine you own. No jargon for its own sake, written by the operator who runs one.

By William Ryan HuntUpdated July 10, 2026
Foundations
What is an AI marketing operating system?
Not a tool, not a dashboard. The layer that turns scattered marketing data into decisions and decisions into work that runs on its own.
AI search
AEO vs SEO: what B2B teams need to know
AEO is roughly 60 to 70 percent SEO with a new layer on top. What changes when the goal moves from ranking to being cited.
AI search
How AI search is changing B2B demand generation
When buyers ask a model instead of scrolling links, the top of the funnel moves inside the answer. What that does to demand.
The role
What does a fractional AI growth operator do?
Part fractional head of growth, part engineer. The role that installs a marketing machine instead of renting you hours.
Ownership
How to install marketing automation you actually own
Rented automation stops the day you cancel. Owned automation lives in your accounts and stays yours. How to build for it.
Buyer's guide
AI marketing operations vs. hiring an agency
An agency rents you people who leave with the knowledge. Operations installs the capability and you keep it. How to choose.
DIY
How to audit your own AI visibility in 10 minutes
A free version of the Machine Score you can run yourself right now. Four questions to ask an AI answer engine about your own company.
Method
How we check AI search advice before we act on it
Published guidance contradicts its own evidence more often than anyone admits. Two models read every source, and only the disagreements reach a human.
AI search
Why AI answer engines trust some companies and ignore others
Your homepage is a party to its own claim. What actually earns a citation is corroboration: independent sources agreeing on who you are.
The model
What is a forward deployed growth engineer?
Software solved the last mile by putting the engineer inside the customer. Marketing never did. What the model is, what the market pays for it, and why you rent it before you can hire it.
AI search
Why your analytics stopped telling the truth
A growing share of buying decisions get settled inside an AI answer, before any click your dashboard can count. What that gap costs you and how to read around it.
$2,500

Stop reading about the machine and see yours

The Machine Score grades your marketing operation 0 to 5 across the five layers of a working machine, hands you a ranked roadmap, and builds one working automation you keep. $1,000 books it, and the $1,500 balance is due only after that automation is demonstrably running.