Core Platform

Analytics & nudging

Automated insights from biomarker data. Adherence alerts when devices stop syncing. Cohort-level dashboards for PIs. Participant-facing nudges when metrics drift. No waiting for analyst reports.

Study 001 Analytics
Live
94%
Adherence
68.4%
Avg TIR
247
Active devices
Recent alerts
Low adherence
PT-127 · 2h ago
Device offline
PT-089 · 5h ago

Without automated analytics

Coordinators manually check device portals daily. Analysts run weekly cohort summaries. Participants drift off protocol for weeks before detection. PIs wait for quarterly reports to see trends.

Coordinators check 5+ portals manually each day
Adherence issues detected weeks late
Analysts spend days on cohort summaries
PIs get quarterly snapshots, miss real-time trends
Manual analysis workflow
Check device portals
Coordinator
30 min/day
Export data from each portal
Coordinator
2 hours
Clean & merge datasets
Analyst
4 hours
Generate cohort report
Analyst
6 hours
Review findings
PI
Weekly meeting
Cohort Dashboard
Auto-updating
On track
232
Adherence flagged
12
Device offline
3
Weekly trend: Time in range
62%
65%
67%
68%
69%
68%
70%

Real-time insights

Dashboards update hourly. Coordinators see adherence flags the same day. PIs track cohort metrics live. Biomarker trends computed automatically. Export ready-to-use reports in seconds.

Live cohort dashboards
Updated hourly with latest biomarker data
Adherence monitoring
Automatic alerts when devices go offline
Biomarker trends
Track glucose, activity, adherence over time
One-click exports
Publication-ready tables and figures

Participant-facing nudges

Send automated nudges when metrics drift. Remind participants to wear devices. Alert when adherence drops. Configure rules per protocol. SMS, email, or in-app notifications.

If Device offline > 24h
→ SMS reminder to sync
If CGM coverage < 70%
→ Email about sensor wear
If Steps < 5000/day for 3 days
→ Activity encouragement
Active Nudges
3 rules
Device offline reminder
Sent this week
12
Low CGM coverage
Sent this week
8
Activity encouragement
Sent this week
23
+ Add new nudge rule
Coordinator Alerts
Device offline > 48h
High
Email + Slack
Adherence < 80%
Medium
Email
Missing surveys
Low
Dashboard only

Configurable alerts

Route alerts to coordinators via email, Slack, or SMS. Set priority levels per alert type. Configure thresholds per study. Automatic escalation when issues persist. Mute alerts during planned maintenance.

Route to email, Slack, SMS, or dashboard
Set priority levels and escalation rules
Configure thresholds per protocol
Mute alerts during planned downtime

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