Does ChatGPT recommend Oklahoma City security companies?
Last checked
We asked ChatGPT for an Oklahoma City security company four different ways and checked every name it gave against the real companies operating in the metro. Here is what it named, what it missed, and what it made up.
The short answer
It recommends a handful of them. In July 2026 we checked 55 real security companies in the Oklahoma City metro against ChatGPT's answers. It named 10 of them. The other 45 never came up once, and a third of the names it did give us belonged to businesses we could not find at all.
Why we ran this
More people are opening an AI assistant instead of a search engine when they want a recommendation. That is fine when the assistant knows the market. Nobody had checked whether it knows this one, so we checked.
This page is the whole measurement, including the parts that make our own numbers look weaker. If you want to argue with it, everything you need to do that is here.
How we measured it
We started with a list of security companies actually operating in the Oklahoma City metro, built from business listings rather than from anyone's opinion. Then we asked ChatGPT for a recommendation four different ways — because the wording of the question changes the answer more than most people realize — and matched every company name in every answer back against the list.
| What | Detail |
|---|---|
| When | July 28, 2026 |
| Assistant | ChatGPT (OpenAI gpt-4o) |
| Metro | Oklahoma City |
| Ways we asked | 4 different phrasings of the same request |
| Companies in the checked pool | 55 |
| Run identifier | alarm-2026-07-28 |
One rule mattered more than any other: a company only counts as real if an independent business listing backs it up. If the only evidence that a business exists is that ChatGPT said its name, that is not evidence. We will come back to that, because it turned out to be the most interesting result of the whole exercise.
What it found
Put the other way around: if you own a security company in this metro, there is roughly a four-in-five chance that ChatGPT has never once suggested you to anyone who asked it for a recommendation. Not that it ranked you badly. That it did not mention you.
A third of the names were not real companies
ChatGPT produced 15 company names in total for Oklahoma City. Only 10 of them matched a business with a real Google listing. The other 5 could not be found at all — a third of the names it gave us were not verifiable companies.
These were not obviously fake. They were plausible, ordinary-sounding security company names — the kind you would not blink at on a yard sign. They simply had no business listing behind them. We could not confirm that the company existed, that it operated in Oklahoma City, or that it was who the name suggested.
The answers change when the question changes
No company in this metro was named in all four phrasings. The most consistently named appeared in 3 of 4. Ask "who is the best alarm company in Oklahoma City" and ask "who should I call about a home security system in OKC" and you get meaningfully different lists.
This is worth knowing before you act on a single answer. A recommendation that changes when you rephrase the question is not a ranking. It is closer to a sample, and sampling it once tells you very little.
Oklahoma City is not unusual
The same July 2026 run covered 34 metros and 1,911 verifiable security companies nationwide. 406 were ever named. Oklahoma City is not unusual — being invisible to AI is the normal case almost everywhere.
| Oklahoma City | All 34 metros | |
|---|---|---|
| Verifiable companies checked | 55 | 1,911 |
| Ever named by ChatGPT | 10 | 406 |
| Never named once | about 82 in 100 | about 79 in 100 |
Being named does not mean being good
What this does not mean: that the companies ChatGPT names are better. Being named is a function of how much has been written about a company online, not how well it installs an alarm. Several of the highest-rated companies in the metro were never mentioned.
An assistant is working from what has been written and published about a company. A firm that has been reviewed on a dozen sites, quoted in an article, and listed in several directories is easy for it to surface. A firm that has been installing alarms competently for twenty years while never once writing anything about itself is invisible to it. Those are different qualities, and only one of them is about the alarm.
- It does not measure installation quality. Nobody has fed it that.
- It does not measure response time, service, or whether the company answers the phone at 2am.
- It does not measure licensing. Several names it produced had no verifiable business behind them at all.
- It does measure, roughly, how much has been published about a company online.
What to use instead
The checks that actually tell you something are boring, free, and take about ten minutes total. None of them involve an AI assistant.
Ten minutes of checks that beat any recommendation engine
- Confirm the company is on the Oklahoma Department of Labor's active alarm company list.
- Confirm the license number appears on the written bid — state rules require it there.
- Look at the vehicle when they arrive. The license number is required in two-inch numerals on every side that carries the company name.
- If it is a fire alarm system in a commercial building, confirm the company holds a commercial fire alarm license, not a residential one.
- If they will monitor the system, confirm they hold an Oklahoma monitoring license — installing and monitoring are separate licenses.
- Get three written quotes with the device count broken out by type, so you are comparing the same system.
Source: Oklahoma Department of Labor, Active alarm company licenses (list of record, June 30, 2026); Oklahoma Department of Labor (Oklahoma Administrative Code Title 380, Chapter 75), OAC 380:75-3-2 — license display on advertising, vehicles and contracts; Oklahoma Department of Labor (Oklahoma Administrative Code Title 380, Chapter 75), OAC 380:75-3-4 — residential vs commercial fire alarm company licenses; Oklahoma Administrative Code (via Cornell LII), OAC 380:75-3-5 — monitoring company license and Enhanced Call Verification
What we are not claiming
One measurement, one assistant, one month. ChatGPT's answers change over time, and a company invisible in July may be named in December. We re-run this and update the page when the numbers move, and the date at the top tells you how fresh what you are reading is.
The short version
- ChatGPT named 10 of 55 real Oklahoma City security companies in July 2026.
- About 82 in 100 were never mentioned once.
- 5 of the 15 names it gave belonged to businesses we could not verify existed.
- The answer changes when you rephrase the question, so no single answer is a ranking.
- Being named reflects how much has been published about a company, not how well it works.
- Check the state license list before you check anything else.
Common questions
- Does ChatGPT know which security company in Oklahoma City is best?
- No. In a July 2026 measurement it named 10 of the 55 verifiable security companies in the Oklahoma City metro, and no company appeared in all four ways we asked. What it surfaces reflects how much has been published about a company online, which is a different thing from how well that company installs or services an alarm system.
- How many Oklahoma City security companies has ChatGPT never mentioned?
- About 82 in 100. Out of 55 real, verifiable companies in the metro checked in July 2026, 45 were never named in any of the four phrasings we tried.
- Can an AI assistant make up a security company that does not exist?
- It can produce a name that no verifiable business corresponds to. Of 15 Oklahoma City company names produced in our July 2026 measurement, only 10 matched a business with an independent listing. The other 5 could not be confirmed to exist. Always verify a name against the Oklahoma Department of Labor's active alarm company list before contacting anyone.
- Is this measurement about Oklahoma City only?
- The Oklahoma City figures are Oklahoma City only. The same July 2026 run also covered 34 metros and 1,911 verifiable companies nationwide, where about 79 in 100 were never named. Oklahoma City is close to typical rather than unusually invisible.
- How do I check whether an Oklahoma alarm company is legitimate?
- The Oklahoma Department of Labor publishes a free list of every active alarm company license, updated monthly. Download it and search for the company name. Then confirm the license number appears on the written bid and on the company's vehicles, both of which state rules require. If the number is missing from either, that is a rule violation you can see before anyone enters your home.
- Will these numbers change?
- Yes. Assistants are retrained and their answers move. This page carries the date of the measurement it reports, and we re-run it and update rather than leaving an old number in place. Treat any AI visibility figure without a date on it as unusable.
Keep reading
Sources
Every fee, rule and number on this page comes from one of these. We list them so you can check us rather than trust us.
- This site — Oklahoma City AI recommendation measurement, run alarm-2026-07-28 (ChatGPT / gpt-4o, four phrasings) Checked August 2, 2026.
- Oklahoma Department of Labor — Active alarm company licenses (list of record, June 30, 2026) Checked August 2, 2026.
- Oklahoma Department of Labor (Oklahoma Administrative Code Title 380, Chapter 75) — OAC 380:75-3-2 — license display on advertising, vehicles and contracts Checked September 22, 2026.
- Oklahoma Department of Labor (Oklahoma Administrative Code Title 380, Chapter 75) — OAC 380:75-3-4 — residential vs commercial fire alarm company licenses Checked September 22, 2026.
- Oklahoma Administrative Code (via Cornell LII) — OAC 380:75-3-5 — monitoring company license and Enhanced Call Verification Checked August 2, 2026.