What we have actually audited in Fort Collins

Each block below comes from a research batch we ran in Fort Collins — ten businesses scanned on seven dimensions, with the answers real customers would get.

Breweries

Batch 3 — 10 taprooms

In one of the densest craft-beer markets in the country, answer engines still named a small, repeating set of taprooms — and the ones they named were not simply the largest or the oldest. Our reading of the batch is that consistent, complete, machine-readable business facts mattered more than size. That is an interpretation of what we saw rather than a measured effect: the scans graded visibility, they did not code its causes.

The questions we test

We do not guess at what customers type. We run the literal phrasings and read what the answer engines return — who gets named, in what order, and which sources they cite.

  • best brewery in Fort Collins
  • breweries in Fort Collins with food
  • best [service] in Fort Collins

Where the research came from

Seven batches, 70 owner-led Front Range businesses, five verticals — breweries, restaurants, fitness studios, salons and spas, and law offices. We only claim what those batches measured. Read what the research found, or see a worked engagement with before-and-after you can check yourself.