Vibe Coding Rescue & AI Code Stabilization
Built your prototype with Lovable, Cursor, Bolt, or v0 and hit a wall? We audit, stabilize, refactor, and harden AI-generated codebases into production-ready software.
Core engineering solutions and capabilities
Architecture & Security Audit
Deep inspection of AI-generated code to uncover exposed API keys, missing RLS policies, logic vulnerabilities, and race conditions.
Database & Schema Normalization
Refactoring ad-hoc Supabase/Postgres schemas, fixing relational constraints, indexing, and migration pipelines.
State Management & Component Cleanup
De-tangling bloated spaghetti components, implementing clean modular state (Zustand, Redux, React Query), and removing redundant renders.
CI/CD & Testing Infrastructure
Introducing automated unit tests, integration tests, preview deployments, and staging environments.
Performance & Bundle Optimization
Eliminating duplicate dependencies, optimizing asset delivery, and reducing bundle sizes for instant page loads.
Full Production Handoff
Transitioning your prototype into maintainable, documented code that your team or investors can scale with confidence.
Frequently asked questions
When your AI-generated prototype has validated user interest, but bugs are multiplying, queries are slow, security is unverified, or you are preparing for investor technical due diligence.
Not necessarily. We assess what is working well and surgically refactor the critical bottlenecks, security layers, and data architectures to save you time and capital.
Ready to collaborate with Ponder Data?
Connect directly with our engineering team for an in-depth technical consultation and project roadmap.
Get in touch