Platform expertise Audit / fix / build / train

AI platforms we audit and fix

AI builders can produce working prototypes quickly. That speed does not answer whether API keys, authentication and input validation are ready for real users. We work across 8 platforms, auditing what was built, fixing what is broken and building production ready apps with deliberate review.

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8: AI builder platforms covered, from Lovable to Base44
45%: of Veracode tested generation tasks introduced a known security flaw
Free: security check available for any vibe coded app

Start with the job

Choose what needs to happen before choosing the tool

A platform is useful only when it fits the work, risk and ownership model. Start with your current position and we will help choose the sensible route.

Audit

Check an existing app

Review the code, permissions, data handling and deployment before customers depend on it.

See this routeFix

Repair a build that is stuck

Resolve security, reliability and architecture problems without discarding work that is still useful.

See this routeBuild

Turn a workflow into software

Choose the platform after the users, constraints and ownership model are clear.

See this routeTrain

Set safer team habits

Give your team practical review, prompting and permission boundaries for AI assisted development.

See this route

Choose your starting point

Built fast, audited properly

Different tools bring familiar production risks. We meet the project where it is and keep what is genuinely working.

React + Supabase / audit

Lovable

It generates React and Supabase apps from prompts. We review authentication, API key handling, database access and deployment before the generated application handles real users or data.

Full stack / browser and fix

Bolt.new

These are full stack apps built in the browser with no local setup. They're quick to spin up, but vibe coded output needs the same security and architecture review as any AI builder.

IDE / agentic and training

Cursor

It's an AI native IDE that writes and edits code alongside you. We use Cursor in our own agentic builds and help teams adopt it without picking up AI coding anti patterns.

Agentic / terminal and MCP

Claude Code

It's Anthropic's terminal based agentic coding tool, powerful for multi-file changes and autonomous build loops. We train teams to use it safely and effectively.

Browser IDE / deploy and audit

Replit

It's a browser based IDE with deployment and database built in, popular for quick tools and internal apps. We audit and harden Replit projects before they handle real data.

IDE / agentic and code review

Windsurf

It's an agentic development environment with codebase aware editing. We help teams set review, permission and testing boundaries around its agentic workflows.

Full stack / Next.js and Vercel

v0.dev

It generates React and Next.js projects and can connect databases, APIs and Vercel services. We review the full application and deployment before real users depend on it.

Low code / audit and migrate

Base44

It's a no code to low code app builder with AI assistance. We audit Base44 apps for data exposure and help businesses migrate to a more maintainable architecture when needed.

Uncertain what is underneath?

Not sure if your vibe coded app has security gaps?

Run a free automated scan with Vibe Scan, or request a consult and we will do a manual Vibe Code Audit. The first conversation is free and does not commit you to a project.

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