Case Studies

    How indie hackers secure their apps

    See how solo founders and small teams use VibeEval to find and fix vulnerabilities in apps built with Cursor, Lovable, Bolt, and Replit.

    The following scenarios are illustrative examples based on common vulnerability patterns. Company names, details, and quotes are fictional and do not represent real customers.

    AI & ML
    AI Wrapper

    An AI Wrapper SaaS

    Solo founder found exposed OpenAI keys and SSRF in a Cursor-built AI tool

    24 vulns fixed3 months vs manual review savedWeekly automated scans
    E-commerce
    Shopify App

    A Shopify App

    Solo founder secured a Lovable-built Shopify app before the first merchant churn

    18 vulns fixed6 weeks vs manual review savedOn every deployment
    Healthcare
    Vertical SaaS

    A Niche Vertical SaaS

    Solo founder found patient data in logs of a Bolt-built clinic management app

    20 vulns fixed2 months vs manual review savedDaily automated scans
    Fintech
    Billing SaaS

    A Subscription Billing Tool

    Two-person team found a transaction replay bug in their Cursor-built billing tool

    15 vulns fixed95% faster than manual review savedOn every pull request
    EdTech
    Course Platform

    An Online Course Platform

    Three-person team found an exposed admin panel in their Lovable + Supabase course platform

    18 vulns fixed5 weeks vs manual review savedContinuous (every commit)
    Real Estate
    Marketplace

    A Property Listing Marketplace

    Two-person team found tenant documents stored in public S3 buckets in a Replit-built app

    13 vulns fixed4 weeks vs manual review savedBi-weekly automated scans

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