The four stages
Every engagement moves through the same four stages, in the same order, whether the system is a single support agent or something that touches half your stack. Nothing about the process changes with size — only the scope inside each stage does.
Discover
We start with a free 30-minute call, then a proper look at the workflow you want to fix. That means sitting with the people who do the work today, not just the person who requested it — watching how a task actually moves, where it stalls, and what a system would need to see to do it well.
What you provide: access to the people who own the process, a rough sense of the tools involved, and honesty about where the current workflow breaks. We do not need clean documentation — we will build it with you.
What you receive: a plain statement of whether this is worth building at all. Sometimes the honest answer is a simpler automation, or no system, or fixing a process problem before automating it. We say that on the call, not after an invoice.
Roughly how long it takes: days, not weeks — this stage is short by design so you are not waiting on us to find out whether the idea holds up.
Design
Once we agree there is something worth building, you get a written scope: what the system will do, what it will explicitly not do, which systems it touches, how we will measure whether it is working, and what it costs. Clear pricing, agreed before any build work starts — see how pricing is structured for the shapes of engagement we run.
What you provide: sign-off on the scope, and access to a real (not sanitized) sample of the data and systems the build will touch.
What you receive: a document you could hand to anyone in your business and have them understand exactly what is being built and why. No surprises get introduced later that weren't in this document, and any that need to be come with a conversation first, not a bigger invoice.
Roughly how long it takes: a short, bounded stage — long enough to be precise, short enough that it never becomes the project.
Build
This is where the system gets built against your real data, not a demo dataset built to look good in a sales deck. Most systems are live in weeks, not quarters, and we deliberately start with the narrowest useful version rather than the full ambition — a small system running well in production teaches us more than a large one still in a test environment.
What you provide: a point of contact who can answer questions quickly and make small decisions without a committee. Slow answers are the single biggest thing that turns a multi-week build into a multi-month one.
What you receive: working software every week — not a status update about working software, the software itself, in an environment you can look at and try.
Roughly how long it takes: weeks, not quarters, scaling with how many systems and how much judgement the build requires.
Run
We launch, then we stay. The system is instrumented so you can see what it handled, what it escalated, and where it hesitated. Your team is trained on how to work alongside it and how to override it when it gets something wrong.
What you provide: feedback on what the system gets right and wrong once real volume hits it — that signal is what makes the next two weeks of tuning useful instead of guesswork.
What you receive: a monitored, working system, plus a defined path for what happens when your business changes and the system needs to change with it.
Roughly how long it takes: this stage does not end. A system that stops receiving attention degrades quietly, so Run is ongoing rather than a final milestone.
Who you work with
You work directly with the people building your system — senior engineers who scope the work, write the code, and answer your questions, not an account manager relaying notes to a delivery team you never meet. When something needs a decision, you are talking to someone who understands the system well enough to make the call, not someone who has to go find out and come back to you tomorrow. That is true across the work we do, whether it is a single AI agent or a broader system spanning several of our services.
How you see progress
You see working software weekly, not a reveal at the end of the build. Every week you can open what exists so far, try it, and tell us what is wrong with it. That cadence exists because it catches misunderstandings while they cost an afternoon to fix, not a rewrite. A project where you hear nothing for a month and then see a finished system is a project where problems had a month to compound before anyone noticed them.
After launch
Launch is not the end of the relationship — it is the point where the system starts generating the signal that makes it better. We monitor what it does, watch for the cases it handles awkwardly, and tune it as real usage reveals edges the original scope did not anticipate. Your team gets trained on how to work alongside the system day to day, including how and when to override it, and how it handles the data it touches is covered plainly on our security page rather than buried in a contract appendix. If your business changes — a new product line, a new region, a process that gets restructured — the system changes with it instead of quietly falling out of date.
Changing course, or stopping
Nothing about this process locks you in past the point where it stops making sense for you. You can pause between Discover and Design if the case is not compelling. You can rescope between Design and Build if the priority underneath the project shifts. And if a system is already live and your business no longer needs it in its current shape, we scope the change the same way we scoped the original build — plainly, with a clear price, before any work starts. What we will not do is keep billing for a system nobody asked to keep changing, or quietly expand scope you did not agree to. Different businesses need this at different scales, which is part of why we keep an eye on how the process holds up across industries rather than assuming one shape fits everyone.