How an engagement actually runs.
No mystery and no theatrics. Four phases, typically four to eight weeks from first call to live system, with the architecture agreed before anyone writes code.
Four phases, no mystery.
An engagement typically runs four to eight weeks from first call to live system. Tightly scoped single workflows move faster. Multi-agent systems touching several internal platforms take longer. You get a phase-by-phase timeline at the architecture stage, before you commit to the build.
Discover
We map your current workflows and bottlenecks: the manual tasks, the internal systems, the data and communication flow, the policies and the places time disappears. Usually this means sitting with the people who actually do the work, because that surfaces more in two hours than a fortnight of emails.
You leave this session with a written diagnosis, even if we never work together.
Architect
We design the system on paper first: data flows, model choices, tool interfaces, permission boundaries and failure modes. What happens when an input is malformed. What happens when a third-party API is down. Where a human must sign off before an action carries consequence.
This is reviewed with you before a line of code is written, and it includes the expected running cost of models and infrastructure so there are no usage surprises later.
Deploy
Built in clear weekly sprints, with regular demos so you can see progress, give feedback and stay in control throughout the project. Nothing is saved up for a big reveal at the end.
You choose where it lives: hosted and managed on FlowNest infrastructure, with in-house hosting available on Enterprise engagements. Both come with proper monitoring, logging, budget caps and a clean handover so the final solution is reliable, secure and easy to maintain.
Iterate
Live systems drift. Models change, your processes change, and edge cases surface that nobody predicted in week one. We stay engaged to monitor, tune, extend capabilities and keep the thing earning its keep.
If you would rather own it outright, the handover documentation and training are built for exactly that.
What we need from you.
Access to the people doing the work
Not just management. The person who processes the enquiries knows where the process actually breaks, and that knowledge rarely reaches the org chart.
A decision-maker in the room
Architecture review needs someone who can say yes. Projects stall when design decisions queue behind a committee that meets monthly.
Honesty about the mess
Every business has the undocumented workaround and the spreadsheet somebody maintains by hand. Showing us early is faster than us discovering it in week five.
How systems stay safe and inspectable.
Guardrails are designed in during the architecture phase, not bolted on after something goes wrong. Agents receive permissioned access to specific tools rather than open access to your estate. Actions that carry real consequence, sending a client communication, committing a booking, moving money, require confirmation or a human checkpoint.
Every step is logged with enough detail to reconstruct why the system did what it did. Model spend is capped so a runaway loop cannot generate an unexpected bill. Where a project involves personal or regulated data, we agree the lawful basis, retention and processing arrangements in writing before the build starts.
The test we apply: if a client asked six months from now why the system made a particular decision on a particular day, could we answer with evidence rather than a guess. If not, the logging is not good enough yet.
Start with the diagnosis
The first call is 30 minutes and costs nothing. Describe the process, and you leave with an honest written view of whether automating it is worth the money.