01
The PoC landed and now there is a deadline
The demo convinced the client and the deal closed. Open it up to real data and real users and you get hallucinations, permissions that were never properly modelled, latency, and a cost per task nobody measured.
02
You have the prompt, not the system
The prompt and the flow already work. What is missing is a system that remains reliable against your client's data and permissions, plus reproducible deployment, observability, rollback and the evaluations that client will ask for in the security review. That is what we build.
03
Your capacity is already committed
Your best team is on another account and this one cannot wait for next quarter. You need a pod that owns a specific piece, not individual profiles by the hour.
04
The project needs skills you do not have in-house
Agents, LLMOps, Azure, Kubernetes and CI/CD in the same project. Hiring for one delivery does not add up, and subcontracting two separate vendors means someone has to coordinate them.