Implementation gets you a system. Integration and running are how it stays in the business.
We put AI inside one workflow you already operate, and we leave an owner who runs it after the milestone ends.
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Implemented
A production system on a fixed milestone, against a baseline agreed first. First measurable financial impact is structured for 4–8 weeks. That is a methodology target, calibrated in assessment, not a guaranteed result.
Integrated
The model sits in the process and in the system of record. People keep working in the tools they already have.
Running
Versions, cost, eval regression, and an owner on call for what the model does. The engagement is designed to end. The system is not.
What is in the PDF
Twelve checks. One page. An implementation usually stops at the second. Integration is the middle four. Running is the last four, and that seat is AI Ops. Three checks are below. The other nine are in the PDF.
Implemented
It runs on live data in the environment people already use on Monday.
Integrated
It is connected to the system of record — ERP, CRM, ITSM, or the product. People do not copy results back in by hand.
Running
A named owner on your side is on call for what the model does. Server uptime is a different seat.
The founder's prior operating work, 2011–2024, is $20M+ in documented cost reductions across ESW Capital, Exness, Deutsche Bank, and Pepperstone. That is not an AIPIVT client result.
Email me the checklist
One page, PDF, free. The link is on the next screen and in your inbox. One email. We do not start a sequence from this form.
The checklist is ready.
Download the PDF. The same link is on its way to your inbox. A 30-minute scoping call is optional — reply to that email if you want one.
We already have an implementation partner.
Implementation can stay where it is. This conversation is about the workflow it never entered, and the person who runs the system after launch.
We want the plan before a system.
The brief is a baseline on one workflow. A program with no production system is out of scope.
Who runs it after you leave?
A named owner on your side. Where that seat does not exist yet, AI Ops is a fixed milestone, and the milestone ends.
Common questions
Yes. One page, PDF. The form puts the link on the next screen and sends it to your inbox. One email. We do not start a sequence from this form.
Access to the process, the system of record, or the repo — whichever holds the workflow. Without that, there is no baseline and no engagement.
No. The work is a fixed milestone. The founder is in the engagement. We take a small number of clients per quarter.
No. Integration means the existing ERP, CRM, ITSM, or product. The model is a component in that workflow.