01
The difficult problem
Interview evaluation was expensive, inconsistent and difficult to audit across roles and evaluators.

AI interview system
A structured interview system that conducts role-specific interviews and produces evidence-calibrated hiring reports.
The brief
01
Interview evaluation was expensive, inconsistent and difficult to audit across roles and evaluators.
02
Resume parsing, rubric-bound question generation, live transcription and evidence scoring converge into a reviewable scorecard.
SectorEnterprise Operations ↗
System architecture
The model is one layer. The value comes from connecting inputs, intelligence and production action as one accountable system.
Acquire and structure the operating signal.
Transform it through the model, rules and control layer.
Deliver a decision, artifact or action into production.
In production
Deployment
Browser-based interview room with a real-time evaluation backend.
What it changes
Structured evidence replaces subjective notes without removing the human hiring decision.
Production stack