MVP Development for Professional Services

Instrument it or you learn nothing. An MVP that ships without analytics produces opinions instead of evidence, which is the expensive way to make the next decision.

In professional services, every hour spent on internal documentation is an hour not billed. That single fact reshapes how mvp 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 time and billing. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

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.