We build it, then we run it.
Businesses sit at one of four stages of AI maturity. Each step is its own engagement, and the destination is the same: AI built into your work and run by us. Every engagement starts with Discovery.
01 · Entry point
Discovery
1-3 weeks
A short, paid engagement of one to three weeks. We find the work AI could take over in your business, then set out what we would build and run, with the economics worked out against your real numbers.
02 · Phase one
Set AI Up Phase
Tier 0 to Tier 1
For businesses with no AI in place yet. We put in the foundations: the right tools, a clear data and usage policy, devices provisioned, and enough literacy that what we build next has solid ground to sit on.
03 · Flagship
Workflow Phase
Tier 1 to Tier 2
For businesses that have the tools but little to show for them. We build AI into the actual work, connect it to your data and rules, and run it, so it does the job instead of sitting in a chat box on the side.
04 · Phase three
Automation Phase
Tier 2 to Tier 3
For proven workflows worth handing to software. We build custom agents for the work that has earned it, and we keep them running, with your people setting direction and reviewing the exceptions.
05 · Ongoing
Ongoing Partnership
Retainer
The core of the relationship: we run what we have built. We monitor it, keep it current as models change, and add new capabilities as your needs do.
Under the hood
The engineering behind every phase
Behind the phases is a practical engineering method. We work across open-weight and frontier models, adapt them to the work when the evidence justifies it, evaluate them against your real requirements, and run the result with the monitoring and controls it needs.
Model choice and adaptation
The model is chosen for the task, then adapted or fine-tuned when the workflow, the data and the economics justify it.
Open-weight and frontier models
We are independent of any single provider. Open-weight, frontier, hosted, private and client-approved routes are all on the table.
Production delivery
Systems are built to operate: integrations, permissions, testing, monitoring, human review and maintenance.
Policy-first routing
Our internal Routegate approach evaluates and routes requests across approved model and supply options using policy, measured quality and cost.
Routegate is an internal engineering capability used in client delivery. It is not a standalone product.
See how we buildWhere to start
Not sure where you stand?
That is what Discovery answers. One to three weeks, specialists by industry, and a plan specific to your business: the work worth taking over first, what we would build and run, and the economics calibrated to your numbers.




