For independent founders

Before you launch your AI-built app, know what can leak, break, or become expensive

Built with Cursor, Lovable, Bolt, Replit, or another AI coding tool? We compare the product you intended with the code that exists, identify the risks in priority order, and give you a fix plan you can use without starting over.

A review you can act on

Review the whole product, not just the model calls

The review covers the whole product, whether AI wrote the code, the product uses AI, or both. Model optimization is one part of the review, not the assumption behind it.

01

Agree on scope and safe access

We confirm the product goal, repositories, environments, review boundaries, access method, confidentiality, price, and delivery date in writing.

No repository access is requested until the scope is clear.

02

Trace real launch risk

We inspect authentication, permissions, secrets, customer-data boundaries, database behavior, payments, webhooks, backups, infrastructure, and model calls where present.

Every finding includes evidence, severity, impact, and a recommended action.

03

Walk through the fix order

You receive a plain-language priority plan with effort estimates and a founder walkthrough of the findings.

Use the plan yourself, give it to another engineer, or ask Olib AI to scope the fixes separately.

If the product itself uses AI

We check whether every model call earns its cost

Some tasks need a general model. Others are safer and cheaper with ordinary code, search, or a small model trained for one narrow job. We recommend the simplest option that meets the product requirement.

What the priority report covers

  • Launch blockers ranked by urgency
  • Where customer data, credentials, and secrets travel
  • Features most likely to fail under real use
  • Cloud and AI costs that can be reduced
Check whether my app is ready

You keep the findings, even if someone else makes the fixes

The first call confirms fit. Before any repository access, we agree on scope, access, confidentiality, price, delivery date, and what the final review will contain. Implementation is always a separate decision.