AI got you to a demo. VibeForge gets you to production.

Because a demo that works is not the same as a product that is ready for real users.

Many AI-built MVPs look ready on the surface, but still have hidden risks in architecture, backend, auth, payments, database, deployment, security, monitoring, and scalability.

The audit helps you find those risks before they become expensive problems.

Usually, no.

Many AI-built MVPs contain parts that can be saved and improved. We first identify what works, what is fragile, what should be fixed, and what should be rebuilt.

We do not start with blind rewrites.

Yes. That is exactly the type of product we work with.

We help founders take AI-built and vibe-coded MVPs from "demo works" to "ready for real users".

Yes. We explain technical risks and priorities in clear business language.

You do not need to understand the codebase. You need to understand what is risky, what needs fixing, how long it will take, and what it will cost.

We review the critical production areas:

• Architecture
• Backend
• Frontend
• Authentication
• Payments
• Database
• Deployment
• Security basics
• Monitoring
• Scalability
• Technical handoff

After the audit, you get a clear report with risks, priorities, timeline, and recommended next steps.

It depends on the size and condition of the product.

Most work starts with a Product Rescue Audit. After that, we can estimate the stabilization or launch work based on the real state of the product.

No guessing. No blind development.

Typical timelines:

• Product Rescue Audit: 2-5 days
• MVP Stabilization: 2-6 weeks
• Launch Preparation: 1-4 weeks

The exact timeline depends on product complexity, technical debt, integrations, and launch goals.

Yes. We can work with your existing team as an external product engineering layer.

We can help with architecture review, production readiness, technical priorities, stabilization, deployment, and handoff.

Yes. We help founders prepare AI-built MVPs for investor technical review, pilot launches, customer demos, and early production usage.

We do not promise funding. We help make the technical foundation stronger and more credible.

Most development agencies start by selling development hours. We start with diagnosis.

First, we identify what can be saved, what is fragile, what needs fixing, and what it takes to launch safely.

Then we stabilize and launch the product based on a clear technical roadmap.

You receive a clear recommendation. Depending on the product, the next step may be:

• Fix critical issues
• Stabilize the MVP
• Prepare for launch
• Improve security and monitoring
• Rebuild only the parts that are too fragile
• Continue with a Monthly Engineering Pod

The goal is to move from uncertainty to a clear execution plan.

Use the Book a Call button to choose a convenient time in Calendly. We use the conversation to understand your product, repository or staging link, launch goal, and the risks you are most concerned about.

You will leave knowing whether a Product Rescue Audit is the right next step, what information to share, and how we would structure the work. The call is not a pressure-filled sales demo.

Yes. VibeForge works remotely across time zones and scopes work in USD. We agree on communication cadence, payment method, invoice details, and the relevant delivery requirements before work begins.

For regulated products, we identify any specialist legal, compliance, or cybersecurity requirements early. Those services are not silently bundled into a standard engineering scope.

You do. The Product Rescue Audit produces a technical asset for your business: findings, risk map, priorities, and a recommended roadmap.

You can use it with VibeForge, your internal CTO, or another team. The same principle applies to the production work: the codebase, setup, and documentation are built for your product, not locked inside ours.