We've audited AI-built projects across every stack and every AI tool. The same problems show up again and again, and most of them are invisible until real users, real attackers, or real traffic arrive. Here is the complete map of the gap between a working demo and a production system.
AI writes code that works, not code that resists attack. Automated scanners probe every new domain within hours of launch, and vibe-coded apps are exactly what they're looking for.
API keys, database credentials, and tokens committed directly into source code or shipped in client-side bundles where anyone can read them.
Endpoints that check who you are but not what you're allowed to do. Some check nothing at all.
SQL injection, XSS, and command injection. AI often generates string-concatenated queries when prompted casually.
Change an ID in the URL and see another user's data. One of the most common findings in our audits.
APIs left open to abuse, scraping, credential stuffing, and denial-of-service.
Public S3 buckets, wide-open Firebase or Supabase rules, and permissive CORS that lets any site call your API.
Packages with known CVEs, or packages that don't exist at all: a supply-chain attack vector known as slopsquatting.
How Prodvibe closes it: full penetration test (OWASP Top 10 and beyond), secrets moved to a proper vault with key rotation, authentication and authorization hardened on every endpoint, rate limiting installed, storage rules locked down, and every dependency scanned, verified, and patched to approved versions. Then we retest to prove it's closed.
Each prompt solved the problem in front of it. Nobody designed the whole. The result is a codebase where every change is risky and every new feature takes longer than the last.
Business logic smeared across UI components with no separation of concerns, so touching anything can break anything.
The AI regenerated similar logic in five places. A bug fixed in one spot stays alive in the other four.
Leftovers from abandoned prompt iterations that confuse both humans and the AI tools you use next.
Three styles of error handling, two state-management approaches, and mixed naming conventions in one repo.
Locked to a single provider or framework version with no abstraction layer, making migration or scaling a rewrite.
How Prodvibe closes it: we refactor to a clean, documented architecture with clear separation of concerns, consolidate duplicated logic, strip dead code, and standardize patterns across the codebase. Your project becomes something both professional engineers and AI agents can safely build on.
Demos follow the script. Users don't. Vibe-coded apps typically handle the path the founder tested and crash, corrupt, or double-charge on everything else.
Happy-path code that falls over on the first null, timeout, or malformed input.
Neither client nor server checks what's coming in, which breaks features and opens security holes at the same time.
Especially around payments, inventory, and booking-style logic, where two simultaneous users create impossible states.
Floating-point money math, timezone bugs, and untested edge cases quietly writing bad data long before anyone notices.
A retry double-charges the customer or creates duplicate records, because nothing guards against running twice.
How Prodvibe closes it: systematic error handling and validation on every boundary, concurrency-safe payment and booking flows, idempotency keys on critical operations, correct money and time handling, and an automated test suite (unit, integration, and end-to-end) so regressions get caught before users do.
Code can be fixed after the fact. Lost or corrupted data often can't. This is the highest-stakes gap in most vibe-coded projects.
Schema changes made by hand or by re-prompting, so DEV, UAT, and PRD quietly drift apart until deploys start failing.
Missing indexes, N+1 queries, and unbounded queries that work with 10 rows and collapse at 100,000.
No point-in-time recovery and no rehearsed restore procedure. A backup you've never restored is a hope, not a plan.
Personal data unencrypted at rest, with no retention policy and no way to honor a deletion request.
How Prodvibe closes it: versioned migrations so every environment matches, indexes and query optimization backed by load-test evidence, automated backups with rehearsed restore drills, encryption at rest, and data retention policies that match your legal obligations.
The cruelest vibe-coding failure: the app dies, or the bill explodes, on the best day the business has ever had.
No caching, no connection pooling, and slow tasks processed synchronously inside the request.
AI API calls, storage, and compute with no budget alarms. One viral day can produce a five-figure bill.
Long tasks block requests and time out, taking the whole experience down with them.
How Prodvibe closes it: load, stress, and spike testing to find the real limits, then caching, connection pooling, queues, and background workers to raise them. Auto-scaling configured, budget alarms and cost controls installed, so your best day stays your best day.
Without tests, nobody can change the code with confidence. Without observability, nobody knows it's broken until customers say so.
Every change is a gamble, and every AI-generated "improvement" risks silently breaking something that used to work.
The founder learns about outages from angry users instead of from a page or an alert.
No Sentry-style error tracking, no uptime checks, no performance metrics. Debugging means guessing.
How Prodvibe closes it: an automated test suite with coverage targets wired into CI, structured centralized logging, error tracking and distributed tracing, uptime monitoring with smart alerts, and dashboards that show health at a glance. You'll know before your users do.
When deploys are manual and there's only one environment, every experiment is performed live on your customers.
Deployed by dragging files or clicking buttons. No CI/CD, no reproducible builds, no confidence.
Production is the dev environment. Every test, every experiment, every mistake happens in front of users.
Sparse or missing Git history and no rollback capability when a deploy goes wrong.
Secrets, configuration, and environment management mixed together, so one leak or typo affects everything.
How Prodvibe closes it: proper DEV, UAT, and PRD environments defined as Infrastructure as Code, CI/CD pipelines with automated quality gates, zero-downtime deploys with instant rollback, professional Git workflow with protected branches, and clean separation of secrets and configuration per environment.
These gaps don't crash the app. They surface later, when a regulator writes, a deal enters due diligence, or an investor asks for documentation that doesn't exist.
GDPR, CCPA, and Privacy Act obligations unmet: no consent flows, no data deletion capability, and a privacy policy that doesn't match reality.
AI-generated code pulling in GPL or otherwise incompatible dependencies that can poison your IP position.
WCAG failures that exclude users and carry real legal risk in many markets.
Card data flows that aren't PCI-compliant, putting the business one incident away from serious liability.
The only spec is a chat history with an AI. That's a catastrophic bus-factor, and a due-diligence problem for fundraising or acquisition.
How Prodvibe closes it: consent and data-deletion flows, compliance-grade audit trails, dependency license review, accessibility remediation toward WCAG, PCI-aligned payment handling, and full architecture documentation with runbooks, so your project survives scrutiny from regulators, acquirers, and investors.
Vibe coding got you a real product, real momentum, and probably real users, faster than any traditional process could. The gap isn't a verdict on how you built. It's simply the work that turns a brilliant prototype into a business asset.
That work is exactly what we do, and we do it without taking the project away from you. You keep vibing. We make it safe.
$ prodvibe run production-readiness ▲Send us your project and get a production-readiness audit: a prioritized report of every gap above as it applies to your codebase, what's urgent, and exactly what it takes to fix. No obligation, and everything stays under NDA.
Get my free audit