Healthcare·2025·Confidential — Healthcare Analytics
Autonomous agent that triages data quality issues
AIAgentsData quality
- 60%
- Alerts auto-remediated
- 18×
- Faster issue detection
- 200/wk
- Alerts triaged (was 20)
Problem
Data quality alerts were drowning the analytics team. They received 200+ alerts a week and triaged maybe 20 of them. Real issues were going undetected.
Approach
Built an agent loop that classifies each alert by severity, attempts known remediations (re-runs, schema diffs), and only escalates novel issues to humans with a structured summary.
Outcome
Auto-remediation cleared 60% of alerts without human touch. Mean time to detection of real issues dropped from 36 hours to under 2.
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