MVP Development for Recruitment & HR Tech

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 recruitment & hr tech, any screening automation must be tested for bias and be explainable to a rejected candidate. 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 interview scheduling, usually integrated against HRMS. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. You own the code, the models where they are open-weight, and the documentation to run it without us.