AI / Machine Learning / cv-03
Biometric Facial Enrollment Infrastructure
Turns image and video streams into automated inspection, safety, and operational intelligence.
Commercial Scale
$32,400 USD
Risk Reduced
Governance Exposure
Executive Situation
Facilities security needed reliable identity enrollment that worked across camera quality differences while limiting storage of sensitive face imagery.
Modular Solutions Response
We implemented face quality checks, liveness heuristics, embedding encryption, and threshold calibration by camera class. Enrollment records store revocable embeddings and audit fields, with low-quality captures routed to guided recapture workflows.
Industry
Manufacturing
Category
Computer Vision & Spatial Intelligence
Specialty
Production
Evidence Basis
Model + MLOps
parameters
29M face embedding model
latency
41ms match p95
training
55 GPU hours
loss
L = ArcFace(θ + m)
Enterprise Security Gate
Network Access Restricted.
Detailed files, client-specific assumptions, and delivery channels remain controlled.