Dental Appointment Automation: No Double-Booking, No Manual Back-and-Forth

How I automated a dental clinic's booking flow end to end with n8n, Google Calendar, and free Groq AI. Patients book, the system checks for conflicts, and confirmations go out on their own.
Problem
A dental clinic runs on its calendar, and the front desk pays for every gap in it. Bookings came in through a form, but a person still had to read each one, check the calendar by eye, type a reply, and update a spreadsheet. It was slow, it was easy to get wrong, and the worst mistake was the common one: two patients booked into the same slot because nobody caught the overlap in time.
So the clinic was losing hours every week to copy-paste work, and losing trust every time a double-booking turned into an awkward phone call. They wanted the whole thing to run without someone babysitting it, but they did not want to pay for another expensive SaaS tool to do it.
Approach
I built the entire flow in n8n so the clinic owns the logic and pays nothing for the AI. A patient submits the booking form through Jotform. The moment they hit send, the top workflow catches it on a webhook, writes the details into Google Sheets, and stamps the status as “Pending.” That row is the single source of truth for the rest of the process.
From there the automation splits into two clear jobs: acknowledge the request, and decide on it.
Groq’s free Llama model writes a warm acknowledgement letter to the patient so they know the request landed. At the same time the dentist gets an email with the full booking details and two buttons, Approve or Reject. No dashboard to log into. The decision happens right from the inbox.
Solution
When the dentist approves, the real work kicks in. The system checks Google Calendar for conflicts, and it does it properly with a 30-minute buffer on either side, so back-to-back appointments never collide. If the slot is genuinely free, n8n creates the calendar event, fires confirmation emails to both the patient and the dentist, and flips the sheet status to “Approved.”
If the request is rejected, whether the dentist declined it manually or the calendar came back with a clash, the patient still gets a clean, polite email with alternative times to pick from instead of silence. The dentist gets a heads-up too, and the sheet status updates to “Rejected” with the reason attached.
Every step writes back to Google Sheets with a timestamp, so there is a full audit trail of who booked what, when it was decided, and why. Nothing happens in a black box.
The whole thing runs on Jotform, Google Sheets, Google Calendar, Gmail, and Groq Llama. The AI is free, and the rest is tooling the clinic already had.
Result
The front desk stopped being a booking robot. Requests that used to sit in an inbox now get acknowledged in seconds and resolved without anyone retyping a thing. The 30-minute buffer check ended the double-booking problem completely, so no more overlaps and no more apology calls.
The clinic got three things it actually cares about: no double-booking, no manual back-and-forth, and a full paper trail for every appointment. And because it is built on free AI and tools they already run, it does its job every day without adding a line to the monthly bill.
This is the kind of automation that pays for itself the first week. It takes a messy, human, error-prone process and turns it into something quiet and reliable that just works in the background.
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