Intervention
We stood up Playwright + API contract suites seeded with synthetic PHI, mapped the critical journeys, and trained internal QA on risk-based prioritization.
Healthcare · 3 months
Automation of Patient Portals
Built end-to-end test automation for patient portals, cutting the UAT cycle from 15 days to 5 and moving releases from quarterly to every two weeks.
Client not named under confidentiality terms; metrics from the engagement closeout report.
3×
Faster UAT cycle (15 days → 5)
Bi-weekly
Release cadence (was quarterly)
Zero
Manual redactions in audit packs
Before
Compliance teams spent entire sprints manually verifying HIPAA-sensitive workflows, so feature releases piled up behind quarterly freezes.
Intervention
Observed result
- Cut UAT cycle time from 15 days to 5 days.
- Automated evidence packs for auditors with zero redactions.
- Moved to releases every two weeks within the existing governance gates.
Limits
These measures describe this engagement only.
Selected records include work delivered before Anystack Engineering was incorporated in May 2024. Each record states its provenance; these results are not evidence of current commercial models.
How deterministic verification works.
These historical architecture patterns informed the invariant mapping and mutation testing models powering Pramāṇa.