Mental Models for the AI EconomyWeb & AI Search
Reddit, Forums and the AI Recommendation Engine
Why community discussion feeds AI answers, what the Google and OpenAI Reddit deals changed, and a practitioner's playbook for earning mentions without astroturfing.
Ask an assistant for the best tool, clinic or contractor in a category and, increasingly, the reasoning sounds like a forum thread. That is not a coincidence. Community discussion is some of the most candid, most specific text on the web — and the machines read it.
Why community content matters to AI
Forums contain the exact phrasing of real buyer questions, comparisons between named options, and first-hand experience — the “E” Google added to E-E-A-T. Google announced an expanded partnership with Reddit in February 2024 (Google), and OpenAI announced its own in May 2024 (OpenAI).
Your marketing says what you do. The community says whether it worked.
A practitioner's playbook
- Find the five threads where your category's recommendations happen. Read them before writing anything.
- Answer the question asked, fully, without a link. Mention your business only when it is directly relevant, and disclose it.
- Publish the long answer on your site as an article and link to it only when a thread genuinely needs depth.
- Handle criticism in public, specifically and calmly. A resolved complaint reads as evidence of trustworthiness.
- Feed the questions back into your topic map; every recurring forum question is an article with a guaranteed audience.
What not to do
Astroturfing — fake accounts, paid upvotes, undisclosed self-promotion — violates platform rules and is easy for communities to spot. It produces negative mentions, which teach a model exactly the wrong association.
Related: YouTube for AI visibility and how AI assistants choose businesses.
Get the next essay the day it publishes.
A few a month, written from real builds. Unsubscribe in one click.
Performance marketing and search leader who builds — 15+ years in digital growth and product (AT&T/DirecTV, Microsoft, Employbridge, Site Impact), now running his own properties with AI. These essays are field notes from that loop: what AI actually changes about work, product, and the economics underneath. Based in South Florida.
- Web & AI SearchAnswer-First Writing: The Inverted Pyramid for Machines
Put the answer in sentence one under a question-shaped heading. The four rules that make a paragraph quotable by snippets, voice and AI assistants — with an interactive before/after.
7 min read · interactive - Web & AI SearchYouTube Is the Strongest AI Visibility Signal Nobody Uses
Across 75,000 brands, YouTube mentions correlated with AI visibility at ~0.74 — higher than any website factor. How to build a video program machines can read.
8 min read - Web & AI SearchInvisible. Found. Cited. — The Three States of Your Website
An interactive walkthrough of what your site is without SEO, with SEO, and with AI SEO — the data, the urgency, and the path up.
Interactive deck · 5 min - Web & AI SearchZero-Click Search: What to Measure When Nobody Clicks
58.5% of U.S. Google searches end without an open-web click, and AI summaries halve click rates. The metrics that replace sessions and rank.
8 min read - AI EconomicsSynthetic Customers: Test the Funnel Before AI Traffic Finds It
Browser agents can pressure-test a journey before launch. Here is where synthetic users find real friction — and where plausible simulations become expensive theater.
7 min read · interactive - Privacy & TrustYour Visitors Already Said No. Is Your Site Listening?
About a dozen US states treat Global Privacy Control as a legal opt-out, and California browsers must send one from 2027. How the signal works, what it should switch off, and a live check of your own browser.
9 min read · interactive