All posts
Data2 min read

Every QSR in Four States

Mert Iseri

Ora runs market sizing as a single operation. We asked it one question: what are all the quick-service locations across California, Texas, Florida, and Arizona?

It returned 105,005 places.

The numbers

  • California: 40,611
  • Texas: 35,052
  • Florida: 21,843
  • Arizona: 7,499

Every row carries a name, address, zip, segment, chain where it is one, the primary Google category, website, rating, review count, and the Google Maps listing.

By segment: 39,468 coffee and snack, 36,431 fast food, 15,109 dessert, 9,876 fast casual, 4,121 other counter service. 56% belong to national chains. The other 44% are independents: the coffee shops, taquerias, donut shops, and juice bars that never appear in a franchise directory.

Download the full dataset for your own analysis: 105,005 rows, CSV.

How Ora built it

Ora swept every Google-listed food business in the four states: 440,645 open, food-typed places as of July 2026. It removed listings it could not verify as operating businesses, then kept every location whose classification is deterministic: a match against the national chain registry, or an unambiguous counter-service Google category.

Another 100,434 places look like quick service to our model but have not been through the verification pass yet. They are not in this file.

What else Ora knows

A row in this file is a starting point. The Ora API enriches every location with 34 more fields:

  • Ordering and tech: POS provider, delivery and pickup providers, first-party online ordering, online reservations, loyalty program and provider, gift cards, catering, iOS and Android apps, EBT, cash only.
  • People and contact: owner names, owner LinkedIn, verified emails, website, Facebook, Instagram, social links.
  • Menu and operations: full menu with items, kitchen complexity, hero items, merchant type, chain status, bar, negative review themes, website about text, last website update.

Ora also tracks the permit and license filings that precede an opening, to predict future QSR openings across all 50 states.

Contact us to learn more.