You Read About the Risks. Now Find Yours.
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TOOL-SPECIFIC ISSUES
Common Problems by AI Coding Tool
We’ve audited hundreds of codebases. Each AI tool has its own patterns of issues:
🔷 Built with Cursor?
Cursor produces high-quality code, but we commonly find:
- Inconsistent error handling across files (some try/catch, some not)
- Environment variables not properly validated at startup
- Missing rate limiting on API endpoints
- Over-complicated solutions for simple problems (LLM tendency)
⚡ Built with Bolt.new?
Bolt is fast for prototyping, but we commonly find:
- Supabase Row Level Security not configured (critical!)
- API keys embedded in client-side code
- No distinction between public and authenticated routes
- Deployment configs missing security headers
💜 Built with Lovable?
Lovable makes beautiful apps, but we commonly find:
- Authentication UI without backend validation
- Form inputs not sanitized before database storage
- Admin features accessible to regular users
- Image uploads without size/type validation
🔄 Built with Replit Agent?
Replit is great for iteration, but we commonly find:
- Database connections not properly pooled
- Secrets stored in replit.nix instead of secrets tab
- Performance issues from running dev mode in production
- Incomplete migration paths when deploying elsewhere
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— Beesoul Engineering Team |
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REAL VULNERABILITIES WE'VE FOUND
What We Find in AI-Generated Codebases
Every week we audit codebases built with Cursor, Bolt, Lovable, and Replit. These are real vulnerabilities we’ve discovered—any one of them could have been catastrophic.
CRITICAL: Stripe Secret Key in Frontend Code
SaaS Startup • Built with Cursor
What we found:
The Stripe secret key (sk_live_…) was embedded directly in the React component that handled payments. Anyone viewing the page source could see it.
What could have happened:
An attacker could issue refunds, create charges, access customer payment data, or drain the connected bank account. Potential exposure: $50,000+ in the first month.
Time to fix: 30 minutes
CRITICAL: No Password on Database
Healthcare MVP • Built with Bolt.new
What we found:
The Supabase database was configured with anon key access and no Row Level Security. Every table was publicly readable and writable.
What could have happened:
Anyone could read, modify, or delete all user health data. HIPAA violation, potential lawsuits, and complete loss of user trust. The founder was planning to launch in 2 weeks.
Time to fix: 2 hours
HIGH: Admin Route Without Authentication
E-commerce Platform • Built with Lovable
What we found:
The /admin/users, /admin/orders, and /admin/products endpoints had no authentication checks. Lovable generated the UI but forgot the middleware.
What could have happened:
Anyone who guessed the URL could view all customer data, modify prices, cancel orders, or delete the entire product catalog.
Time to fix: 1 hour
HIGH: N+1 Query Problem (47 Queries Per Page Load)
Social Platform • Built with Replit
What we found:
The feed page made a separate database query for each post’s author, comments, and likes. With 15 posts, that’s 47 queries for a single page load.
What could have happened:
The app worked fine with 10 test users. At 100 users, page loads took 8+ seconds. At 500 users, the database would crash. They’d already started their Product Hunt launch.
Time to fix: 4 hours
What’s Hiding in Your Codebase?
These are real issues from real startups. Find yours before your users do.
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Healthcare Product Development
We build HIPAA-compliant healthcare software including patient portals, telemedicine platforms, EHR integrations, and medical device software.
Our healthcare expertise includes working with Dr. Kairaei's Wholistic Minds platform, helping raise $850K in funding while serving 10,000+ patients. Healthcare product development requires specialized knowledge of FDA regulations, HL7 FHIR standards, and patient data security.
Fintech Product Development
We develop secure fintech applications including payment processing systems, lending platforms, investment tools, and banking integrations.
Our fintech development follows PCI-DSS compliance standards, SOC 2 requirements, and implements bank-grade encryption. We've helped fintech startups build MVP products that successfully process millions in transactions.
E-commerce Product Development
We create high-converting e-commerce platforms, marketplace applications, inventory management systems, and omnichannel retail solutions.
Our e-commerce expertise includes Shopify integrations, headless commerce architecture, and AI-powered recommendation engines that increase average order value by 15-25%.
SaaS Product Development
We specialize in building multi-tenant SaaS platforms with subscription billing, user management, analytics dashboards, and API ecosystems.
Our SaaS development process includes market validation, feature prioritization, and scalable cloud architecture designed to grow from 100 to 100,000 users without rebuilding.
THE STAKES
What Happens When You Skip the Audit?
Most founders never think about security until something goes wrong. Here’s what we’ve seen happen:
The Launch Day Disaster
A fintech startup launched on Product Hunt. Within 3 hours, someone discovered an unprotected API endpoint. They posted the vulnerability on Twitter. The founder spent their “biggest day” doing damage control instead of celebrating. They lost their #1 spot and never recovered the momentum.
The $50,000 Lesson
An e-commerce founder built with Lovable and launched to early customers. Six months later, an attacker found a SQL injection vulnerability and downloaded their entire customer database—names, emails, and partial payment info. The founder spent $50,000 on legal fees, breach notifications, and credit monitoring for affected customers. The business never recovered.
The Investor Call From Hell
A healthcare startup was in final due diligence for a $500K seed round. The investor’s technical advisor ran a basic security scan and found 12 critical vulnerabilities. The term sheet was pulled. The founder had to spend 3 months fixing issues before any investor would talk to them again.
The 100-User Crash
A SaaS founder got featured in a popular newsletter. Their app handled 20 users fine. When 100 hit it simultaneously, the N+1 query problem brought the entire system down. The newsletter’s readers saw a broken product. The founder’s big break became their biggest embarrassment.
A free audit would have caught every one of these issues before launch.
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