Liam's AI Lab
My AI experiments, in public. No hype, just the experiment, what happened, and what's worth borrowing.
For B2B executives, entrepreneurs, and AI-forward operators building authority.
AI Visibility Experiments
- AI Experiment 008: Can AI Get Us Into a Hot Restaurant for Our Anniversary Dinner? - I gave Shamus a standing order to watch Big Cat's OpenTable availability and book a table at 8 if one opened. Five checks, one near-miss stopped by the approval step, anniversary dinner booked.
- AI Experiment 007: Can a Public Fascination Feed Make AI Remember Me? - Weekly first-person takes, live. Now measuring whether AI describes me more accurately.
- AI Experiment 006: Can Citation Density Get My About Page Cited? - About page rewritten around verifiable facts. Citation checks in two weeks.
- AI Experiment 005: Can a "How To" Hook Get Your LinkedIn Post Cited by AI? - A LinkedIn 'how to' post reached Google's AI Overview in 4 hours. ChatGPT ignored it.
Building in Public with AI
- AI Experiment 004: How to Build a Page That Updates Itself - The Shorts page rebuilds itself Mondays. First run wiped it; a three-line guard fixed that.
- AI Experiment 003: I Published a Website on GitHub Without Learning Git - Web playbook shipped via two uploads and one toggle. No git, no command line.
- AI Experiment 002: I Quit Asking AI to Draw Logos - AI drew every logo from memory and mangled them. Rebuilt with official vectors in code.
- AI Experiment 001: The Podcast Treasure Hunt - Eight scattered podcast appearances consolidated into one playable page in an afternoon.
AI Experiment 009: Can AI Audit My Newsletter Audience?
October 8, 2026
The short answer: I asked my AI assistant a simple question: "which of my Substack subscribers are missing from my Ghost subscriber list?" It compared my Substack export against my Ghost members, surfaced a 532-person import I had completely forgotten I did, reconciled all 832 Ghost members numerically, and imported the 20
AI Experiment 008: Can AI Get Us Into a Hot Restaurant for Our Anniversary Dinner?
October 5, 2026
I gave an AI a standing order: watch Big Cat's OpenTable availability and book a table at 8 if one opens up. Five daily checks, one near-miss, one approval that stopped the booking. Here's how the anniversary dinner got reserved.
AI Experiment 007: Can a Public Fascination Feed Make AI Remember Me?
September 25, 2026
I started publishing a weekly feed of everything that fascinates me, in my own words. The hypothesis: consistent first-person takes, published on a schedule, will strengthen how AI engines describe me. Here's the setup and how I'll measure it.
AI Experiment 006: Can Citation Density Get My About Page Cited?
September 24, 2026
I'm testing whether packing my About page with verifiable facts gets it cited more in AI answers. The research says statistics and quotations can lift visibility by up to 40 percent. Time to find out on my own page.
Liam's AI Experiment 005: Can a "How To" Hook Get Your LinkedIn Post Cited by AI?
September 22, 2026
I'm testing whether opening LinkedIn posts with a "how to" hook gets them cited in AI search results. First test: my post showed up in Google's AI Overview four hours later.
Liam's AI Experiment 004: How to Build a Page That Updates Itself
September 21, 2026
I built a page that collects all 21 of my YouTube Shorts as a thumbnail grid, then set up a monthly check that rebuilds the grid when new Shorts appear. The page maintains itself.
Liam's AI Experiment 003: I Published a Website on GitHub Without Learning Git
September 15, 2026
I published a web playbook to GitHub Pages without learning git: export, upload two files, flip one toggle. Here is the whole play.
AI Experiment 002: I Quit Asking AI to Draw Logos
September 14, 2026
My LinkedIn banner looked fine at a glance, but every icon was janky — AI drew the logos from memory. So I quit asking AI to draw logos and rebuilt the banner with official vector logos instead.
AI Experiment 001: The Podcast Treasure Hunt
September 12, 2026
AI Experiment 001: The Podcast Treasure Hunt September 12, 2026 The experiment My podcast appearances were scattered all over the internet. Different sites, different players, some with video, some audio only. I wanted one page on my site where all of them live, playable right there. What I tried I had my AI assistant hunt