What You Can Safely Vibe Code (and What You Can’t)
Some things are safe to vibe code on your own, some need a second pair of eyes, and some shouldn’t reach real users without an experienced developer. Sort your features before you build.
What can you safely vibe code?
You can safely vibe code prototypes, landing pages, internal tools without sensitive data, and simple apps used by people who know it’s early. You need review for anything with user accounts or stored customer data. Payments, health or financial data, and anything regulated needs an experienced developer before real users rely on it.
What goes in each category?
Sort each feature by what a mistake would cost your customers and your company. The list below is a starting point for common features; your industry, your customers and the data you hold may move items up a level.
| Feature | Risk | Why |
|---|---|---|
| Clickable prototype or demo | Green Safe to vibe code | No real data or money involved |
| Marketing site or landing page | Green Safe to vibe code | Public content; check forms and speed |
| Internal tool with no sensitive data | Green Safe to vibe code | Small audience you trust |
| User sign-up and login | Amber Needs review | Easy to get access rules wrong |
| Storing customer data | Amber Needs review | Database access rules must be checked |
| Third-party API integrations | Amber Needs review | Keys can be exposed in the browser |
| Payments and billing | Red Needs a developer | Money, fraud and compliance |
| Health, financial or children’s data | Red Needs a developer | Legal obligations and breach risk |
| High-traffic or real-time systems | Red Needs a developer | Performance and reliability |
Why is AI-written code risky in these areas?
AI tools write code that works in the happy path but often misses security checks. Veracode’s 2025 study found AI tools failed to defend against cross-site scripting in 86% of relevant samples, and newer models weren’t more secure than older ones. The risks map to the OWASP Top 10.
Source: Veracode, 2025 GenAI Code Security Report: code from more than 100 large language models across Java, Python, C# and JavaScript, published July 2025. Named, not linked.
How do you handle amber items?
Handle amber items by building them, then having someone who knows security check them before launch: login and access rules, database permissions, and where API keys are stored. A few hours of review is enough for most early apps. The checklist is on vibe coding security risks.
Red means stop and ask.
Payments, sensitive data and regulated work are where a single AI mistake becomes a business problem.
What about red items?
For red items, use established services instead of building your own, such as a payment provider’s hosted checkout, and have a developer implement and review the integration. If you are in a regulated industry, involve a developer and legal advice from the start. See vibe code or hire a developer.
Frequently asked questions
What is safe to vibe code?
Prototypes, landing pages, internal tools without sensitive data, and early apps used by people who know they’re early.
Can I vibe code user login?
Yes, but have access rules and database permissions reviewed before launch.
Can I vibe code payments?
Use a payment provider’s hosted checkout and have a developer implement and review it.
Is AI-generated code secure?
Often not by default. Veracode’s 2025 study found 45% of samples introduced OWASP Top 10 flaws.
What are the biggest risks?
Exposed API keys, missing database access rules, weak login checks and cross-site scripting.
Can I vibe code in a regulated industry?
Prototypes, yes. Anything handling real regulated data needs a developer and legal advice.
Sources & further reading
Tool prices come from each vendor’s pricing page on the date shown and change often. Security guidance draws on OWASP and platform documentation.