01
Product & Architecture
Requirements, major user flows, system boundaries, service choices, failure modes, and whether the design fits the product's current stage.
Production readiness for AI-built products
You built it fast. Now make it dependable.
Vibe Code Rescue helps nontechnical founders understand what they have, what could fail, and what to fix before customers, revenue, or sensitive data depend on it. John Shipp leads a practical review from code and data through security, deployment, and operations—then gives you a plain-English, prioritized path forward.
When to pause and look closely
Working is not the same as ready
A fast prototype can be a real accomplishment. A readiness review becomes useful when the stakes grow and you need a clearer picture of the system behind the interface.
- You are about to accept users, subscriptions, or payments.
- The product stores personal, financial, health, or other sensitive data.
- Small changes repeatedly break features that used to work.
- Deployment, backups, monitoring, or recovery are unclear.
- You cannot confidently explain what the tool changed or what your product now depends on.
Production Readiness Review
A product-to-production review
The review follows the product from what it is supposed to do through the code, data, dependencies, hosting, and operating practices that keep it available.
02
Security & Data
Authentication, authorization, secrets, input handling, sensitive-data exposure, database protections, backups, retention, and recovery risk.
03
Code & Software Supply Chain
Maintainability, dependency health, build provenance, third-party packages, configuration, secrets handling, and avoidable operational coupling.
04
Quality & Accessibility
Critical-path behavior, test coverage, error states, validation, keyboard access, structure, instructions, and other high-impact accessibility concerns.
05
Performance & Cost
Slow or expensive paths, database access, capacity constraints, external-service usage, model costs, and risks that can grow with adoption.
06
Delivery & Operations
Deployment controls, environments, observability, alerting, backups, rollback, incident response, and the day-to-day ability to operate the product.
What you get
A decision-ready view of the product
The deliverable is meant to help a founder make choices, brief a team, and sequence work—not add another pile of unexplained technical output.
Plain-English executive summary
What matters, why it matters, and where the product stands.
Evidence-backed findings
Observed risks ranked by impact, likelihood, and urgency.
Specific recommendations
What to preserve, harden, refactor, or replace—and why.
Prioritized remediation plan
A practical sequence for reducing the most important risks first.
Findings walkthrough
A live conversation to clarify findings, tradeoffs, and next steps.
Optional implementation proposal
Separately scoped help for selected findings, only if you want it.
How it works
Clear scope before the review begins
Price, access, and scope are agreed before review work starts. No sensitive access should be sent through the inquiry form.
-
1
Fit and scope
Discuss the product, current stage, concerns, and the decisions the review needs to support.
-
2
Secure access and context
Agree on a safe way to share the product, repository, architecture, and relevant operating context.
-
3
Product-to-production review
Examine the agreed areas, verify critical behavior, and document evidence and risk.
-
4
Walkthrough and options
Review the findings together and decide what to address, who should do it, and in what order.
Review first. Fix what matters.
Vibe Code Rescue can implement selected findings under a separate scope, collaborate with specialists when deeper expertise is needed, or hand the roadmap to your existing team. The review stands on its own either way.
John-led review
Senior judgment, not another generated opinion
John Shipp leads every review. He has been building for the internet since 1997 and translates technical evidence into decisions a founder can use.
When an engagement requires deeper application, infrastructure, product, or security expertise, John brings in the right specialist for that scope. Accountability and communication stay clear throughout the review.
Review methodology
Grounded in current software practice
The review is informed by established software security, application verification, accessibility, and agent-risk guidance, applied in proportion to the product and agreed scope.
- NIST Secure Software Development Framework (SSDF)
- OWASP ASVS 5.0
- OWASP Top 10:2025
- Web Content Accessibility Guidelines (WCAG) 2.2
- OWASP Top 10 for Agentic Applications 2026
These standards inform the review; the service is not a certification, penetration test, or legal compliance opinion.
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FAQ
Questions before requesting a review
Do you only review AI-generated code?
No. The service is for AI-built and AI-assisted products, including products that combine generated code, traditional development, third-party services, and no-code tools. The review starts with the actual product and its risks.
Will you rewrite everything?
No. Findings distinguish what can be preserved, what should be hardened or refactored, and what may need replacement. A rewrite is a recommendation only when the evidence and tradeoffs support it.
Is this a penetration test or compliance certification?
No. It is a production-readiness review informed by current security and accessibility practice. It does not replace a formal penetration test, audit, certification, or legal compliance opinion.
What do I need to share?
That depends on scope, but it can include a product walkthrough, repository access, architecture or vendor context, deployment information, and known concerns. Secure access is agreed after fit and scope—never through the inquiry form.
Can you fix the findings?
Yes, selected work can be proposed separately after the review. You can also use the prioritized roadmap with your existing developer or team.
What if I do not know my stack?
That is fine. Share the tools you remember, the product URL if it is public, and what you can access. Part of the early work is establishing what the product uses and depends on.
How are price and timing determined?
They depend on the product's size, complexity, access, risk profile, and the review areas you need. Price, scope, access, and expected timing are agreed before review work begins.
Request a review
Tell us what you built.
A short, useful description is enough to start. John will review the request and reply with next steps for fit and scope.
Do not send passwords, API keys, credentials, private repository access, or customer data through this form.
Ready for a clearer view of your product?
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