LLM Application Development for Professional Services

Model choice is an engineering decision with a cost curve attached. We route across providers by task, so you are not paying frontier prices for work a smaller model handles perfectly.

In professional services, every hour spent on internal documentation is an hour not billed. That single fact reshapes how llm application development has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is timesheet narrative generation, usually integrated against practice management. We build the smallest thing that proves the case, put it in front of real users, and expand only what earns its keep.

Multi-model by default, so a provider outage is a routing decision rather than an incident. You own the code, the models where they are open-weight, and the documentation to run it without us.