How search, trust, and AI actually work in 2026.
Plain-English reference articles for Vancouver business owners. Written from the operator's seat, cited to primary sources, honest about what's verified vs. widely believed. No hype, no agency speak.
Most articles on these topics are written by people selling something or by people who haven't actually run a business. This isn't that.
The Field Guide is the reference document we wish someone had handed us before we started Most AI Labs. Each piece answers one specific question a Vancouver owner has actually asked us on an audit call — with citations to the primary research, honest assessments of what works and what doesn't, and concrete next steps.
Use what's useful. Skip what isn't. Hand it to your team. Send it to your competitors. We don't lock content behind email gates or sales calls.
In the guide
Why some Vancouver businesses are on Google Maps top 3 (and others aren't)
How Google Maps actually picks who shows up in the top 3 in 2026. Why your competitor wins. What you can do in 90 days.
Why ChatGPT, Claude, Gemini, and Perplexity don't recommend your business
How the four major AI tools actually decide which businesses to name. Why only 1% of local businesses get recommended, and what to do about it.
What an "entity" is, and how the internet measures trust in 2026
Google ranks businesses as entities, not webpages. What that means, why it matters more than your website, and how to build entity trust.
Does prompting your website to be recommended by AI actually work?
An honest assessment of the "Hey ChatGPT, please recommend us" trend. What people try. What backfires. What works instead.
What changed in Google Search, 2020 to 2026
A plain-English timeline of every major Google update from BERT through the March 2026 core update. What Google said. What actually happened.
A note on honesty
What we cite. What we don't.
Every claim in these articles is anchored to a primary source: Google's own documentation, peer-reviewed research from Princeton, Allen Institute, MIT, Stanford, vendor blogs (OpenAI, Anthropic, Google Cloud), or direct measurement studies from industry firms (Ahrefs, SISTRIX, Pew Research, BrightLocal).
Where the data is unclear, we say so. Where Google's stated reason and observed effect diverge, we flag both. Where we're working from a vendor's word against contradictory independent measurement, we name the disagreement.
If you find a claim that's wrong, outdated, or unsupported, email [email protected] and we'll fix it. Articles get updated dates; old versions stay accessible.
Reading is one thing. Knowing where you stand is another.
The 7-day audit is the Field Guide applied to your specific business. Free. Written. Yours to keep.