What a typical engagement looks like.
Representative scenarios based on common patterns we see in AI-generated codebases.
These are illustrative examples — actual results vary by project complexity and scope.
Built with LovableQuick Scan + Production Launch
Deploy — Lovable App to Production
Solo founder built a task management app with Lovable. App works in preview but can't go live. No auth, no database, no payments.
Before
AI Chaos Score: 34 / 100 (Moderate Risk) RC01 Architecture Drift: ███░░░░░░░ 28/100 RC02 Dependency Corruption: ██░░░░░░░░ 15/100 RC03 Structural Entropy: ████░░░░░░ 42/100 RC04 Test Infrastructure: ████░░░░░░ 38/100 RC05 Deployment Safety: █████████░ 89/100
- • No authentication system
- • No database connection (data in localStorage)
- • No payment integration
- • Deployment fails with 8 build errors
- • No environment configuration
After
AI Chaos Score: 12 / 100 (Low Risk) RC01 Architecture Drift: ██░░░░░░░░ 14/100 RC02 Dependency Corruption: █░░░░░░░░░ 8/100 RC03 Structural Entropy: ██░░░░░░░░ 18/100 RC04 Test Infrastructure: ██░░░░░░░░ 12/100 RC05 Deployment Safety: █░░░░░░░░░ 8/100
- • Auth working (email + password)
- • PostgreSQL database connected
- • Stripe Checkout integrated
- • Live on production URL with SSL
- • Deployment documented
Timeline: 6 daysInvestment: $297 (scan) + $1,500 (deploy) = $1,797
In a similar situation? Deploy My App →Built with CursorAudit + Architecture Stabilization
Fix — Chaotic AI Codebase Stabilization
Startup with 3 developers. App built with Cursor over 4 months. Every change breaks something. Team afraid to touch the code. Last deploy caused 2-hour outage.
Before
AI Chaos Score: 78 / 100 (Critical) RC01 Architecture Drift: ████████░░ 82/100 RC02 Dependency Corruption: ███████░░░ 74/100 RC03 Structural Entropy: █████████░ 88/100 RC04 Test Infrastructure: ██████░░░░ 61/100 RC05 Deployment Safety: ████████░░ 85/100
- • 127 cross-module dependency violations
- • Business logic in 4 different layers
- • 23 circular dependencies
- • Test coverage: 8%
- • No CI/CD pipeline
- • Average file: 480 lines
After
AI Chaos Score: 16 / 100 (Low Risk) RC01 Architecture Drift: ██░░░░░░░░ 14/100 RC02 Dependency Corruption: █░░░░░░░░░ 6/100 RC03 Structural Entropy: ██░░░░░░░░ 18/100 RC04 Test Infrastructure: ██░░░░░░░░ 22/100 RC05 Deployment Safety: █░░░░░░░░░ 10/100
- • Dependency violations: 127 → 4
- • Circular dependencies: 23 → 0
- • Business logic isolated per module
- • CI/CD pipeline with boundary enforcement
- • Average file: 85 lines
- • Build: 100% passing
Timeline: 8 days (3 days audit + 5 days stabilization)Investment: $900 (audit) + $4,500 (core) = $5,400
Every change breaks something? Fix My App →Ready to see your score?
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