The ad worked. The message landed at nine at night, sat until morning, and they bought somewhere else. Not all of this needs AI. Most of it needs something that does not forget. That is the cheap fix, and it is the one I try first.
They were ready to buy. That sale is dying quietly while everyone is busy.
They still want it. Nobody is going to send that reply.
Whoever answered first got the sale. It was not you.
Someone else answered in three minutes.
Two hours of someone clever doing something a machine should do.
Two hours, every single week.
It stopped days ago. Nothing said a word. That is the one that costs you.
The person who noticed was a customer.
The figures above are what a normal week looks like, not measurements from a client. Yours will be different.
All four are the same mechanism. That is why one build fixes more than one of them.
How I work. Two and a half minutes. Filmed before I narrowed to stores, so the examples are general, but the way of working is the same one you would get.
Sales, charts and filters behind a login, plus an analyst you can ask in plain English.
Answers what it knows. Hands off what it doesn't, instead of guessing.
Three steps, and you only ever commit to the first one. Each one ends with something of yours that works, so stopping is a real option and not a threat.
Step 1 is $450, one week. If it turns into a build after, that usually runs $1,400 to $2,400, priced at the end of step 1, not before.
Ten customer messages, ten orders that went wrong, ten numbers you do not trust. You choose them, which is why the results mean something.
Twenty minutes on a call, and the week is scoped.
On your accounts, your data, your actual ten.
All ten, on a call, one by one. Nothing to take on trust.
Keep it and it runs. Or stop, and pay nothing.
I take one of these at a time, alongside a full time job. That is the honest reason I will sometimes say not this month.
One week. If it does not hold up, you do not pay.
The call costs nothing, and I will say so if it should not be automated at all. Rather write it first? Send me one problem in an email.
None of this was a store, and I am not going to pretend otherwise. It was government and regulated work, where a quiet failure was expensive rather than annoying. That is where the boring half of this was learned. Employers are not named on purpose. Every number is real.
Four things that decide whether an AI project reaches production or quietly dies as a demo. Seven years of building them first, then a talk, then the written version. It is still what I work from.
Not with the tool. Most of what gets built starts from a technology somebody wanted to use.
A number you would still report on a bad week. Demos are graded on the good ones.
Small pieces, in the real environment, early. A big reveal at month three is a bet, not a plan.
With the people whose work it changes. Systems fail on adoption far more often than on accuracy.
I am in the UAE, on GMT+4, and I build for small and medium businesses, where the process usually lives in one person's head and the real question is never which tool. It is where does this break, and who finds out.
The seven years behind that were spent on AI systems for government and regulated clients, where a quiet failure was expensive rather than annoying. That is where I learned to build the boring half. One of them was the tutoring assistant on a national school platform used by over a million students, which is a good way to find out what happens when something breaks quietly at scale.
I also train engineers into senior AI roles, which is the one part of this where the results were written down by somebody else. Their words are on my mentoring page.
I also write a technical blog about how these systems are actually built, and where they go wrong.
Not a plan or a diagram. One of the systems above, live in your business, doing the thing. Then the next one.
Access to the tools you already use, one call, and the answers to a handful of questions. Nothing from your team after that.
I do this alongside a full time job, so I take one. It is the honest reason I will sometimes say not this month.
Your keys, your subscriptions, your data. Written handover with the failure modes named. Nothing depends on me afterwards, and your name goes on it if you would rather I stayed out of the room.