Context
Problem framing
NeuroLink Diagnostics instruments produce high-rate waveform data that clinicians review under time pressure. Dropped samples or ambiguous timestamps erode trust immediately.
Health Analytics · 2024
NeuroLink Diagnostics
AI-assisted health analytics with secure clinical dashboard
Automated analytics workflows with AI-assisted analysis, medical visualization, and secure healthcare reporting.
Challenge
Constraints
Ingestion at scale, synchronized timestamps across devices, and dashboards that remain responsive during batch imports from clinic uploads.
Architecture
System design
Time-series store with ingestion validators, waveform rendering optimized for clinical review paths, and batch import jobs with progress and error surfacing to lab staff.
Delivery
How we shipped
Pilot clinics validated upload and review flows; ingestion drop rate near zero after validator tuning. NeuroLink lab ops inherited import runbooks and escalation paths.
Engage
Discuss your system with engineering.
Share architecture constraints and success criteria. We respond with scope, risks, and an honest path forward.