Your reviews are being read by software

Three weeks ago OpenAI shipped an agent inside ChatGPT that does not just answer a question. It opens pages, works through a site, fills in fields and comes back when it has finished the task. This morning GPT-5 arrived. AI Mode has been open to everyone in search since May, and it answers rather than acts, but the direction is not subtle: some share of the people choosing a dentist, a med spa or a restaurant are going to hand the first half of that job to software.

We are not telling clients to panic about this. We are telling them that a set of things they have always treated as decoration are now the raw material another program reads about them, and that the fixes are the same boring fixes we have been asking for since 2015.

Five things owners say to us about this stuff, and why they no longer hold.

“Reviews are for people to read”

They were. They are now also the only description of your business that you did not write, which makes them the most quoted thing about you.

When a summary names a practice and says it is “good with anxious patients” or “runs on time”, that sentence did not come from a website. Nobody writes “we run on time” on their own site, and if they did, no summary would repeat it. It came from review text, because review text is the part a machine treats as evidence rather than as marketing.

That changes what you ask for. A star with no words is a vote. A sentence naming the treatment, the provider and the outcome is a description that can be reused. Ask for the second one.

“Our star average is the number that matters”

The average is a filter, not the signal. It gets you into the set or keeps you out of it, and then the text decides what gets said about you.

Three things we watch instead of the average:

• Recency. A wall of reviews that stops eighteen months ago reads as a business that may have changed hands. Steady beats a burst every time.
• Specificity. Reviews that name services are what make you findable for those services. A practice with forty reviews that all say “great staff” is invisible for implants.
• Your replies. Replies are the only place you get to add facts to the record. A reply that says “we are open until seven on Thursdays and we had the same-day crown scanner in that week” is a fact in a public place, attached to a real customer’s experience.

None of that means inventing anything. The rule the FTC put in force last October is still the wall you do not go near: no reviews from people who did not have the experience, no incentives, no gating, no staff reviewing their employer without disclosing it.

“Our hours are fine and the booking link is on the site”

Fine is the failure mode, because software does not interpret “basically fine”. It reads the hours, and if the hours say closed, it moves on to the next business, and you never see the query.

Special hours are where this breaks. Labor Day is under four weeks away and most of the profiles we audit have no special hours set for it. Early closing on Fridays in the summer, the week you shut for a conference, the holiday you always close for: if it is not in the special hours field it does not exist, and if the door is locked when the listing says open, you get a one star review about it.

The booking link is the other half of this. It is enough for a person who is already on your website, and it is not enough for anything else.

The booking path has to be reachable and it has to be finishable. What we check, in this order:

1. The booking link is on the profile itself, not only on the site.
2. It goes to a page that loads and books, not to a contact form that promises a call back.
3. It works on a phone, in one hand, without pinching.
4. There is no login wall, no account creation and no captcha maze before the first available time is visible.
5. The times shown are the times you actually have. A calendar that offers slots you then have to move is worse than no calendar.

If a program cannot complete that path, neither can a tired parent at 9pm, which is the more important point and always was.

“We will deal with it when customers actually do this”

The inputs all take months. Reviews accrue. Service pages get written one at a time. A profile that has been neglected for two years takes a quarter of small edits before it is accurate. There is nothing here you can switch on the week it starts to matter.

The other reason to start now: everything on this list pays off whether or not a single customer ever uses an agent. Accurate hours, specific reviews, a booking link that works on a phone. These have been the list since long before any of this.

The month gives you a free test. Orthodontic consults and pediatric dental cleanings are being booked this month by parents doing it from a phone, often after 8pm, often while doing something else. It is the closest thing you have to a live test of the path above.

Book your own appointment this week. Start from a search, not from your own home page. Time it. Count the taps. Note every point where you had to already know something to get through.

What to do this month

• Set special hours for Labor Day, and for every other closure on the calendar through the end of the year, in one sitting.
• Check that the booking link on your profile still resolves, still books, and still shows real availability.
• Book an appointment at your own business from a phone, from a cold search, and write down every step that annoyed you.
• Ask this week’s happy customers for a review that names the treatment and the person who did it. Give them the words, do not give them anything else.
• Reply to every review from the last ninety days and put one concrete fact in each reply.
• Read the last twenty reviews out loud and mark the words customers use for your services. Those are the words that belong on your service pages.

Nothing here is a new discipline, and all of it reduces to the test in the middle of this page: a booking a tired parent can finish one-handed at nine at night, starting from a cold search rather than from your home page. If yours fails that, no amount of AI search visibility work will rescue it, because the repair is in your reviews and on your business profile, and it was overdue long before software started reading either one.