For independent founders and fast-moving teams
Before launching your app, know what can leak, break, or trigger runaway costs
Built with Cursor, Bolt, or Lovable? We audit authentication, secrets, tenant isolation, database bottlenecks, and LLM billing before launch.
Engineering Approach & Scope
AI coding assistants make building applications faster than ever. However, AI code generators frequently leave subtle vulnerabilities: exposed service role keys, broken tenant row-level security, inefficient N+1 database queries, and unprotected LLM endpoints that bots can drain overnight. Olib AI provides an engineering review of your full repository. You receive an actionable, prioritized roadmap with exact code fixes so you can launch with confidence without doing a complete rewrite.
Who this engagement is for
Solo founders preparing for a Product Hunt, Hacker News, or press launch
Small startup teams who developed a functional MVP using AI code generators
Businesses handling customer payments, personal data, or proprietary documents
Teams experiencing unexpected database slowdowns or skyrocketing API invoices
Concrete deliverables you receive
Prioritized Launch Blocker Report categorized by critical security, stability, and cost risks
Specific code snippets and architectural diffs showing how to resolve each issue
Database query and indexing audit to prevent production timeouts under concurrent users
API rate-limiting and model guardrail blueprint to stop bot abuse and runaway billing
60-minute interactive walkthrough call with our founding technical lead
Delivery Stages
Three Bounded Delivery Milestones
We do not ask for open-ended retainers. Every stage has defined criteria, timelines, and deliverables.
Agree on scope and safe access
We confirm your product architecture, repository access, review boundaries, confidentiality agreements, delivery date, and fixed price in writing.
No code access occurs until confidentiality and scope boundaries are signed.
Trace critical launch risks
We inspect authentication flows, tenant isolation policies, API key exposure, database indexes, webhook replay vulnerabilities, and model API cost loops.
Every finding is documented with reproduction steps, code references, severity levels, and specific remediation examples.
Walk through the fix roadmap
You receive a clear priority report ranked by urgency, followed by a live founder-to-founder video walkthrough to answer questions.
You can execute the fixes yourself, delegate them to another engineer, or engage Olib for implementation.
Firm Engineering Commitments
Guarantees established in writing before any repository or systems access.
Strict mutual non-disclosure agreement signed before repository access
Read-only repository access required; no production data or credentials touched
You retain full rights to the findings even if someone else makes the code fixes
Independent technical perspective with zero product lock-in or sales pitches
Frequently Asked Questions
Clear answers regarding confidentiality, execution boundaries, and ongoing maintenance.
Do you require access to production customer data?
Never. We only inspect application source code, infrastructure configs, and database schemas. We never request access to live production user records.
What if we built our app with Lovable, Bolt, or Cursor?
That is our specialty. We frequently audit applications exported from AI coding tools and know the specific edge cases, missing authorization checks, and schema gaps they generate.
Can Olib implement the fixes for us?
Yes, if you choose. The review report is standalone and complete, so you can execute the fixes yourself or engage Olib for a focused sprint.
Other Engineering Practices
Explore our other specialized technical consulting offerings.
Custom Enterprise Workflows
We map your people, handoffs, and systems, build the automated pipeline, pilot it with real operators, and deploy it onto your own servers.
Autonomous Agent Systems
We design and deploy autonomous agent pipelines that process complex documents, sync enterprise systems, and recover from errors reliably.
Schedule a confidential technical scoping call
In our initial call, we confirm technical fit, answer questions, and discuss timeline expectations. We write a detailed scope before any commitment.