Say a credit union in Lansdale asks AI for a new About page. A few seconds later there's one, and it reads beautifully. It says the credit union has served members since 1948, offers free checking with no minimum balance, and has a branch in Doylestown.
The credit union was chartered in 1971, checking needs a minimum balance, and the only branches are in Lansdale and Souderton. Every one of those claims is wrong, and not one of them looks wrong. That's the trouble with copy AI writes. It fails in exactly the places a quick read doesn't catch.
Why AI gets the facts wrong
AI is very good at sentences. It knows what an About page for a credit union usually says, and it writes that. What it can't know is anything you didn't tell it. The year you opened. The towns you serve. The hours someone picks up the phone.
When it hits a gap like that, it doesn't always leave a blank. It fills the gap with whatever is typical. It does that in the same confident voice as everything else on the page. A made-up claim and a true one look the same. The only person who can tell them apart is the one who knows the business.
What a wrong fact costs you
A wrong fact on your website isn't a typo. A member who reads "free checking, no minimum" and opens an account has been promised something. The first fee breaks the promise. A page that names a town you don't serve brings calls you have to turn away. The towns you do serve go unmentioned.
A customer who catches one wrong detail starts doubting the rest. If the branch list is wrong, why believe the rates? That doubt rarely turns into a complaint. It turns into a call to someone else.
Four things to check before it goes live
Every number
Years in business, members served, star ratings, response times, rates. Every number in an AI draft is one you gave it or one it made up. You're the only one who knows which. If you can't point to where a number came from, it comes out.
Every place name
Towns, neighborhoods, streets, and regions are where AI slips, and locals notice in a second. Quakertown's downtown is West Broad Street, not Main Street. Souderton and Harleysville are the Indian Valley, and North Penn means Lansdale, North Wales, and Hatfield. A page that mixes those up reads like it was written from a map.
Every promise
Free checking, no fees, same-day approval, lowest rates in the area. These phrases fill the typical page in your field, which is exactly why AI reaches for them. Each one is something a customer will hold you to, so keep only the ones you'd put in writing on a statement.
Every service
Ask AI to describe a credit union and it lists what credit unions usually offer. Yours may not do business loans, mortgages, or investment accounts. A service you don't offer brings calls you can't take, and it pushes the work you want further down the page.
How to check a draft in one sitting
You don't need software or a consultant. You need the person who knows the business and a pen.
Give AI your facts first
Before you ask it to write, give it the year you opened, the towns you serve, and your hours. Tell it what you do and don't offer. The less it has to guess, the less it makes up.
Print the draft and underline every claim
Each number, place, promise, and service gets its own line.
Write where each fact comes from
Next to each underline, note the source: your charter, your records, your own knowledge. Anything left blank gets cut or rewritten.
Hand it to whoever answers your phone
They hear what customers ask every day, and they'll spot a promise you can't keep faster than anyone.
Why small towns read closely
In upper Bucks, a customer reading your page often knows the roads better than the AI that wrote it. Someone from Sellersville will notice a business put on the wrong street. Someone from Harleysville will notice their town filed under the wrong region. In Allentown or Bethlehem the same mistake is easier to miss. It still costs you, just quietly.
The details AI gets wrong are the same details that tell a local reader you're from here. Getting them right is cheap, and no competitor can copy it.
Where to start
Use AI to get past the blank page if you like. Then check every number, place, promise, and service before the page goes live, with the four steps above. Google's own guidance for websites says the same thing. In October 2026 it added a line calling it critical to fact-check and review all AI-written content by hand before publishing.
Judge the page by phone calls, form fills, and booked jobs. A wrong promise can still bring in the call. It can't turn it into the job. If you'd like us to read what's on your site today, our free site audit will tell you in plain English.