Custom Clinic AutomationCustom project
By Alex Mastryukov · Last updated: August 12, 2026
A real automation request, lightly disguised
Got something like that?
Great. That's exactly our area of expertise.
Got a weird problem? Good.
Not every clinic problem fits into a nice product card called "AI receptionist" or "call analytics."
Sometimes the real request sounds more like this:
"We have three old systems, one Excel file everybody is afraid to touch, a lab device that exports CSV at 2 a.m., and one receptionist who manually keeps the whole thing alive."
Fine. We've seen worse.
A large part of our work is exactly this: building fully custom automation around the way a specific clinic actually operates.
Start with the problem, not with AI
The first thing I usually ask is not "what AI do you want?"
I want to know what is annoying you. Where are people copying data manually? Where does reception lose time? Which process needs three systems, two phone calls and somebody who "just knows how it works"? Where do mistakes happen? What do you wish happened automatically?
Then we look at the flow and work backward from the result.
Sometimes the answer is AI. Sometimes it is integration. Sometimes boring deterministic software is actually the right tool. Usually it is some combination of all three.
I do not particularly care whether we can put the word "AI" on every component. I care whether the clinic stops wasting time on the problem.
Our process
The first conversation is free. We look at the problem, the people involved and the systems around it.
If it makes sense to continue, we map the actual workflow, including the ugly parts people often forget to mention in the first meeting. Then we define what should be changed, what should stay as-is, what can be automated, and what still needs a human.
After that we propose the solution and build iteratively: first working flow, real testing, fixes, then expansion.
We do not disappear for six months and come back with a surprise.
Got a process that only works because two people remember how it works?
Tell us what's broken →What can be custom?
Pretty much anything around clinic operations: EHR/EMR workflows, reception, patient communication, internal approvals, physician documentation, laboratory workflows, billing, reports and analytics, data movement between systems, legacy software, telephony, medical devices, patient portals, internal AI assistants — or some strange combination of all of the above.
Healthcare IT is full of systems nobody wants to replace, interfaces nobody documented, and workflows that exist mostly in the heads of two employees.
That is normal for us.
Will it replace staff?
Not completely.
It can remove a lot of stupid repetitive work, free people for more important tasks, and in some cases let the clinic operate with fewer staff.
But clinics still have exceptions, angry patients, physicians, insurance companies, broken integrations and things that refuse to behave exactly like the diagram.
So we automate what makes sense and leave humans where judgment is actually needed.
The goal is not to proudly announce that "AI replaced reception." The goal is that reception no longer spends half the day doing things a machine should have been doing anyway.
Is our request too weird?
Probably not.
We have worked with enough clinics, hospitals, old software, strange integrations and operational processes that it is genuinely hard to surprise us at this point.
And weird requests are often the most interesting ones, because they usually mean off-the-shelf software does not fit and there is a real operational problem worth solving.
One recent example: a personalized-medicine clinic where a complex patient could involve up to 100 historical files and a 50-question intake form, and no existing product came close to the full workflow. We built the custom AI copilot instead — read the full InnMap case study for what that actually looked like.
So if your problem does not fit neatly into one of our standard solutions, do not try to translate it into "AI language."
Just tell us what is broken, slow, manual or ridiculous. We'll figure out what should be built.
Ready to describe the mess?
We're listening →