FAQ
Common questions.
How do you price projects?
After a short discovery phase we quote a fixed price for a defined scope. Changes are priced transparently before work begins — you will never see surprise hours on an invoice.
Can you work with our existing systems and team?
Yes. Most engagements integrate with existing software — accounting, CRM, practice management, ERP — and we regularly work alongside in-house IT and development teams.
Can you deploy AI in our own environment?
Yes. We can deploy open weight models on your servers or in your private cloud, with inference inside the agreed environment. We review the model licence and hardware requirements during discovery. We scope hosting and maintenance costs before deployment.
Do our documents need to be used for model training?
Not always. Document search can give a model current information without changing its weights. Fine tuning adapts its behaviour using approved training examples. We choose the approach after reviewing your task and data, then evaluate it on examples kept out of training.
How quickly can we see something working?
You see progress weekly from the first sprint, with a staging environment you can open at any time. A first working demo is typically live within two weeks of kickoff.
What happens after launch?
Every project can include an SLA-backed support plan: monitoring, updates, security patches and a response-time commitment. You choose the level — or hand the system to your own team with full documentation.