• Technical Reflections • Applied Engineering •

Technical Judgment
from Practice

Documenting architecture decisions, evaluations of emerging technologies, and lessons from real-world projects. A space to share technical context with rigor and clarity.

software architecturetechnology evaluationproof of conceptapplied engineeringproject experiences

Analysis of Continuous Facial Recognition in React for Protecting Confidential Documents

•
Hector Marquez
• Last Updated on

How we designed a client-side facial detection architecture with face-api.js and backend identity verification with Luxand FaceSDK for a SaaS that needed to protect document privacy in real time. A real case study with cost decisions, lessons learned, and a look at the ecosystem in 2026.

Analysis of Continuous Facial Recognition in React for Protecting Confidential Documents