Straight answers to the questions we hear most

Because a documented process is predictable and an improvising AI is not. When an AI decides each next step on its own, every run can take a different path: results vary, errors are hard to trace, and nobody can explain why the system did what it did. A documented process produces the same result from the same input, every step can be tested and audited, and when something breaks you fix that one step. It also makes your business easier to run without us: new hires learn from the documentation, and your team can change the process deliberately instead of discovering changes after the fact. We still use AI, but inside specific steps, such as reading a document or drafting a quote. The process always decides what happens next.

Often, no. Most of the efficiency in a typical engagement comes from documenting the process and automating it with plain, reliable software: moving data between systems, generating reports, routing approvals. AI enters only when a step involves judgment-like work at scale, such as reading unstructured documents, matching descriptions, or drafting text. When a project does need it, we set the models up on hardware in your building, so your data stays private. If your process does not need AI, we will not sell you AI.

It goes nowhere. When a project includes AI, the models run on a machine inside your building, and your drawings, orders, quotes, and financials never cross your firewall. There is no cloud account holding your data, no third-party API reading your documents, and no terms-of-service clause about 'improving our services' with your files. Unplug the internet and the system still runs. We cannot lose, sell, or train on your data, because we never have it.

ChatGPT is a general assistant you prompt by hand, and the output depends on who asked and how. We build defined processes: systems wired into your ERP and MES that read your actual POs and post drafts into your actual workflows, the same way every time, documented so your team can see exactly what happens at each step. Location and ownership differ too. ChatGPT runs in someone else's cloud and everything you paste goes with it; our models run on your hardware. With a chatbot subscription you own nothing and pay forever; with us, you own the code, the documentation, the setup, and the hardware.

Only projects that include on-premise AI need special hardware at all. When they do, it is usually a single server-class machine with a capable GPU, sitting in your server closet or under a desk. A one-time purchase, not a fleet. The exact spec depends on what we are building, so we size it during the first conversations, help you buy it (you own it, so it goes on your books, not ours), and set it up. You do not need a data center. You need one good box.

It is a scoped consulting engagement, not a subscription: a project price for the work, plus any hardware you buy directly. No license fees on what we build, no per-token charges, no per-seat pricing, and nothing that keeps billing you after the work is done. Ongoing support is optional and separate. We are pre-launch and pricing engagements individually, so we will not publish a number that pretends to be one-size-fits-all. You will have a real quote after we have scoped your project.

No. We build around what you run. Your ERP stays the system of record; the automation reads documents, drafts entries and quotes, and posts results into it for your team to approve. ERP and MES integration is our specialty, including the older, heavily customized systems that actually run most businesses. We have also gone deeper when a business wanted it: we have built out an ERP, integrated the tools the business was already using, automated data entry and notifications around it, and added an AI assistant that answers employees' how-to questions by referencing the company's own SOPs. Replacing your ERP is never our pitch. If you decide you need one, it is work we have done and can do again.

It is normal, and we plan for it. We handle the setup, build for low maintenance, and document everything in plain language: what the system does, how to restart it, who to call. Day to day it needs about as much attention as your file server. If something is beyond whoever watches your computers now, call us, or hand the documentation and source code to any local IT firm. Nothing we build requires us to operate it.

You keep everything, and everything keeps working. You own the source code, the process documentation, and the hardware; the systems run locally with no dependency on our servers, our accounts, or our existence. Any competent developer can maintain or extend what we built, because there is no black box and no proprietary lock. We plan to be around, but you should not have to bet your operation on any vendor's longevity, including ours.

We will not quote a timeline before we have seen your process and your data. Anyone who does is guessing. What we can tell you is the shape: we document the process first, pilots are scoped small, to one process, and you see results on your own documents before committing to more. After the first conversations you will have a written plan with real dates for your project. We would rather give you an honest schedule than a fast one we will miss.

It replaces retyping, not people. The systems we build draft things: a quote, an ERP entry, a report. A person on your team approves before anything counts. Every business we talk to has more work than hands; the point is getting your estimator estimating and your ops manager managing instead of keying in part numbers. We do not build fully autonomous systems. One unreviewed bad quote costs more than the typing it saved.