My regular writing lives on Substack under the name Duane Forrester Decodes.
I cover the shift from traditional search to AI-driven discovery. How retrieval systems work. What’s changing for practitioners. Where the industry is headed and what to do about it. Occasional detours into career strategy, leadership, and the realities of building a professional reputation in a field that keeps reinventing itself.
New posts typically land weekly. Some are free, some are for paid subscribers.
Recent Posts
Search Engines Were Built to Send Traffic Out. LLMs Were Built to Answer You, keep you in.
The ROI argument against AI visibility work assumes a routing mechanism that was never part of the design.
May 3, 2026
Search engines were designed to do several things at once: rank a field of options, route the user to one of them, and keep the human inside the decision so the engine never owned the choice. That last part was not an accident. It was the liability architecture. LLMs were built without any of it. They were built to answer the question directly, which is a different job entirely, and the design choices that follow from it change what visibility looks like, what risk looks like, and what the word ROI can honestly mean when the thing sending you traffic...
AI Gives You the Vocabulary. It Doesn’t Give You the Expertise.
How mistaking AI access for expertise is quietly hollowing out a generation of practitioners.
April 26, 2026
Hiring managers are watching something uncomfortable happen in interview rooms right now. Candidates arrive with the right credentials, the right vocabulary, the right tool stack on their résumés, and then someone asks them to reason through a problem out loud, and the room goes quiet in the wrong way. Not in the thoughtful kind of way but the empty kind that tells you the person across the table has never actually had to think through a hard problem on their own. And research is converging on the same conclusion. Microsoft, the Swiss Business School, and TestGorilla have all documented the...
Most Teams Won’t Fail Because They Lack Vision. Here’s What They Actually Lack
Resistance patterns, phased role transitions, the training investment decision, and a 90-day scorecard for the work itself
April 19, 2026
If you find yourself drawn to the kind of thinking this series explores, my book The Machine Layer covers the broader landscape of how AI systems are reshaping visibility, trust, and discovery for brands and practitioners navigating this shift. It is a natural companion to the topics this newsletter continues to dig into. Its available on Amazon now.This series has spent five articles mapping what the AI search transition requires of your team, your content, your technical infrastructure, and your strategic framing. This piece addresses the question those five articles don’t answer: how do you actually make the organizational shift...
Your AI Visibility Strategy Doesn’t Work Outside English
The old model pushed outward from the brand. The new one was built inward from culture and that changes a lot.
April 12, 2026
If you find yourself drawn to the kind of thinking this series explores, my book The Machine Layer covers the broader landscape of how AI systems are reshaping visibility, trust, and discovery for brands and practitioners navigating this shift. It is a natural companion to the topics this newsletter continues to dig into. Its available on Amazon now.The English AssumptionThis series has been written in English, tested in English, and grounded in research conducted primarily in English. Every framework discussed here (vector index hygiene, cutoff-aware content calendaring, community signals, machine-readable content APIs) was conceived by an English-speaking practitioner, stress-tested against...
Your Owned Content Is Losing to a Stranger’s Reddit Comment
Why community consensus has become a core AI visibility signal and what brands need to do before the window closes
April 5, 2026
Do You Need an AI Search Consultant?The next time you ask an AI what product to buy, which agency to hire, or which software platform actually works, pay attention to where the answer comes from. Increasingly, it does not come from the vendor’s own website. It comes from a stranger’s Reddit comment written eighteen months ago, upvoted 847 times by people who tried the thing themselves.This is not an accident. It’s architecture.The Reddit EffectThe financial architecture behind Reddit’s presence in AI answers became public in early 2024. Google signed an initial licensing agreement with Reddit worth a reported $60 million...