Notes from
the workshop.
On the work, the craft, and the AI-search era — written for the owners of family and legacy businesses.
Notes on the work, the methodology, and the AI-search era from OBrecs Consulting. Written for owners of North American family and legacy businesses.
Studies and white papers
Original measurement, published as it is completed. Every study names its method and its limits.
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One in Four Manitoba Business Websites We Tested Turns AI Assistants Away. Yours Might Too.
A small study from September 2026, written for business owners — not for technicians. When someone asks ChatGPT or Perplexity to recommend a cabinet maker, an accountant, or an insurance broker in Winnipeg, the assistant doesn’t already know the answer. It goes and reads websites first — quickly, quietly, in the background — and then…
One in Four Manitoba Business Websites We Tested Turns AI Assistants Away. Yours Might Too.
Our first published study: 48 business websites, 26 of them in Manitoba, each tested twice. About one in four of the Manitoba ones was quietly turning AI assistants away — and nothing an owner could see would have told them. Written in plain language, with a white paper to follow later this month.
Read →Why the Foundation Audit Is Not Just Another SEO Audit
A walkthrough of how the OBrecs Foundation Audit differs from the SEO audits that most North American small business owners have seen pitched — and why the difference matters in…
Read →Schema Markup for North American Small Businesses · A Plain-Language Primer
A plain-language primer for owners of North American family and legacy businesses considering why AI engines like ChatGPT, Gemini, and Google AI Overview either name your business as…
Read →Workflow Automation Without the Template Trap
A note on the difference between SaaS workflow tools (which force your business into their template) and Bespoke workflow automation (which fits the way your business actually…
Read →What Buyers Are Asking AI Assistants About Your Business
A note on the structural shift in how buyers research a service category — and the substrate-level work that determines whether AI engines name your business or your competitor…
Read →Why Family-Acquired North American Businesses Have a Unique AI Search Advantage
A note for North American family-business owners considering the digital footprint their next decade will build on — and the AI-search era’s quiet asymmetry that favors them more than…
Read →Foundation Audit · What 30 Minutes Reveals
A walkthrough for the family or legacy business owner trying to decide whether thirty minutes on a call with OBrecs is worth the…
Read →More insights
- Study: one in four Manitoba business websites we tested turns AI assistants away
- What is Answer Engine Optimization (AEO)?
- How long until AI starts recommending my business?
- AI search optimization vs. a traditional SEO agency
- How to show up in Google AI Overviews, ChatGPT, and Perplexity
- Serving Canada and the northern United States
Start where a tailor starts — with the measurements.
Your Competitive Market Analysis shows you your market as it actually is: who shows up when your buyers search, where you stand against them, and what it takes to lead the field. Most owners have never seen it, for one honest reason — nobody has the time to go and look.
The written analysis is yours to keep, and yours to hand to any vendor you like, whether or not you ever work with us.
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