Product Engineering
Web and mobile products taken from an empty repo to production traffic.
Catalyst Labs is a product engineering studio. We design and build web platforms, AI systems and the automation that joins them together — then we stay on to run them. Small team, short cycles, something working in your hands inside a fortnight.
We are not a marketplace of contractors assembled per project. The same people design the interface, write the service behind it and own the pipeline that ships both.
All servicesWeb and mobile products taken from an empty repo to production traffic.
Models wired into real workflows, with the evaluation to prove they behave.
The plumbing between the tools your business already runs on.
Sites, instrumentation and funnels built by the people who built the product.
Four stages, each with a deliverable you can look at and a point where you can walk away. The first one is a week and stands on its own — you keep the plan whether or not we build it.
01
One week
We map the problem, cut it to what matters this quarter, and write down what finished looks like. You leave with an architecture, a plan and a number — and no obligation to use us for the rest.
02
Two weeks
Working software on a real URL, not a clickable mockup. It is deliberately incomplete and deliberately usable: the point is to find out what we got wrong while changing it is still cheap.
03
Two-week cycles
Every cycle ends with something deployed and a demo of it. You see progress as running software rather than as a percentage in a status report, and you can change direction at any boundary.
04
Ongoing, or handed over
We stay on to monitor, patch and iterate — or we hand over a documented system, runbooks included, and go. Which of those happens is your call, and it is made after launch rather than before.
Every studio says it is different. These are the four commitments ours is actually run on — they decide what we say yes to.
01
Something you can click beats something you can only read about. First deploy in week one.
02
Design, application code and infrastructure sit with the same people. Nothing is thrown over a wall.
03
Decision records, runbooks, and a README that works. No part of what we build should need us to explain it.
04
The interesting failures start when real users arrive. We would rather be there for them than read about them.
A studio that only ever builds to a brief never finds out what the hard parts cost. This one is ours — same standards, same people, and the reason we already know where the bodies are buried.
More on thisAn AI operations manager for businesses that sell over chat.
Most small businesses lose their day to the same handful of messages: is this in stock, what does it cost, can you deliver by Friday. Klara answers them — against real inventory and real prices, not a script — and carries the conversation through to a placed order. It is ours end to end: we designed it, we built it, and we are the ones it wakes at three in the morning.
What it does
Send us the problem, not a spec. We will come back with how we would approach it, what it would take, and whether we are the right people for it — on the same day, more often than not.