Vibe-Coded Every Industry Has Its Own Risk Profile.

Fintech is the highest-stakes vertical for vibe-coded apps. Payment flows, KYC checks, transaction ledgers, and banking API integrations all need to be airtight before you handle a single real dollar. We audit the code, not just the scanner output.

Healthcare is where a vibe-coded app bug stops being embarrassing and starts being a federal violation. Patient data exposure, broken access controls, and unencrypted PHI storage are all common in AI-generated medical apps — and all reportable under HIPAA. We find them before OCR does.

B2B SaaS apps have to earn enterprise trust — and that starts with the code. Multi-tenancy bugs, broken permission models, weak API key management, and silent billing failures are the most common issues we find in vibe-coded SaaS products. We give you the report your first enterprise customer would demand.

AI-native products have an entirely new class of vulnerabilities: prompt injection, data leakage across conversation contexts, unbounded token spend, and unsafe tool execution. On top of standard code quality issues, we audit the AI layer specifically — because your LLM is part of your attack surface.

E-commerce apps combine payment processing, inventory logic, user accounts, and shipping integrations into a single system where every bug has a direct revenue cost. Checkout failures, inventory race conditions, and coupon abuse are all common in AI-generated storefronts. We find them before your customers do.

Legal tech software handles attorney-client privileged communications, confidential case files, court documents, and sensitive personal information. A data breach or unauthorized access in legal tech isn't just embarrassing — it can violate professional privilege and trigger bar complaints. We audit the code that holds privileged data.

Real estate technology platforms handle lease agreements, rental payments, background check results, and sensitive tenant personal information. Vibe-coded PropTech commonly has broken payment flows, weak tenant data protection, and property access control bugs. We find them before a tenant, landlord, or regulator does.

Educational technology platforms frequently handle data about minors and student academic records — two categories with the strongest privacy protections in US law. AI-generated EdTech code commonly misses FERPA and COPPA requirements, has weak parental consent flows, and exposes student data through standard API vulnerabilities. We find these issues before a school district or regulator does.