Case Study - From lovable.dev MVP to HIPAA-compliant platform in 6 weeks
A telehealth startup built their MVP with lovable.dev in 3 days, but needed HIPAA compliance to close enterprise healthcare deals. We transformed their prototype into a production-grade, compliant platform.
- Client
- HealthTech Startup
- Year
- Service
- Security Review, HIPAA Compliance, Hardening

The Challenge
HealthConnect used lovable.dev to build a telehealth platform MVP in just 3 days. The speed was incredible—they validated their product idea, landed 5 pilot customers, and raised a seed round. But growth stalled when enterprise healthcare systems asked for Business Associate Agreements (BAAs) and HIPAA compliance documentation.
The team realized their AI-generated prototype had critical gaps:
- PHI (Protected Health Information) stored without proper encryption
- No audit logging of who accessed patient data
- Authentication lacked MFA and session management
- No disaster recovery or backup procedures
- Infrastructure configuration exposed sensitive data
- No formal security policies or incident response plan
They needed to transform their prototype into a HIPAA-compliant, production-ready platform—without rebuilding from scratch.
Our Approach
We started with a comprehensive Security Build Review focused on HIPAA requirements:
Week 1: Assessment & Gap Analysis We mapped every piece of patient data, identified all PHI touchpoints, and compared current practices against HIPAA Technical Safeguards (164.312). The results: 31 critical gaps that would block HIPAA compliance.
Weeks 2-4: Hardening Sprint We implemented systematic fixes while keeping the core product functional:
- Encryption: PHI encrypted at rest (AES-256) and in transit (TLS 1.3)
- Access Controls: Implemented RBAC with least-privilege, MFA for all users, automatic session timeouts
- Audit Logging: Comprehensive event logging capturing all PHI access with tamper-proof storage
- Infrastructure: Migrated to AWS with HIPAA-eligible services, implemented VPCs, security groups, and WAF
- Backup & DR: Automated encrypted backups, disaster recovery plan with 4-hour RTO
Weeks 5-6: Compliance Documentation & Testing We prepared all HIPAA compliance artifacts:
- Security policies and procedures
- Risk assessment documentation
- BAA templates
- Incident response plan
- Privacy practices documentation
- Employee training materials
What we did
- HIPAA Gap Analysis
- PHI Encryption (at-rest & in-transit)
- Access Controls & MFA
- Comprehensive Audit Logging
- Infrastructure Hardening (AWS)
- Disaster Recovery & Backups
- BAA & Compliance Documentation
- Security Policies & Training
We were terrified we'd have to rebuild everything from scratch. SafeStack showed us we could keep our lovable.dev foundation and make it HIPAA-compliant. They found 31 critical gaps we didn't even know existed and fixed them systematically. Six weeks later, we passed our first HIPAA audit.
- Critical vulnerabilities fixed
- 31
- Time to HIPAA compliance
- 6 weeks
- Enterprise ARR closed
- $400K
- HIPAA audit pass rate
- 100%
The Results
HealthConnect went from blocked enterprise deals to closing three major healthcare systems within 90 days:
Immediate Impact:
- Passed first HIPAA audit with zero findings
- Signed BAAs with three enterprise healthcare systems
- $400K in new ARR from previously-blocked enterprise deals
- Security questionnaire completion time reduced from "we can't answer these" to 2 hours
Long-term Foundation:
- Production-grade infrastructure that scales
- Automated compliance monitoring and reporting
- Clear security policies and incident response procedures
- Team trained on HIPAA requirements and best practices
- Foundation for SOC 2 certification (their next milestone)
Team Confidence: The engineering team went from "we're terrified of security questions" to confidently discussing their security architecture with enterprise buyers. The CTO now leads security demos during sales calls.
Key Takeaways
- AI-generated code is perfect for MVPs, but compliance requires systematic security architecture that AI tools don't provide
- Compliance isn't just technical—documentation, policies, and training are equally critical
- You don't have to rebuild—most AI-generated code can be hardened incrementally
- Start compliance early—retrofitting is more expensive and time-consuming than building it in from the start
- Security becomes a sales advantage—enterprise buyers move faster when you demonstrate strong security practices
HealthConnect now uses SafeStack's Guardrails subscription to maintain HIPAA compliance, pass annual audits, and stay ahead of new healthcare security requirements.