Production engineering for AI-built apps
FifthInsights audits, cleans up, secures, deploys and scales vibe-coded software—so a fast experiment can become a product customers trust.
Bring the repository, the live app, or simply the problem. We start with evidence.
The prototype tax
Who can access this record? What happens when the payment provider times out? Can another engineer safely change it? We make those answers explicit before growth makes them expensive.
One accountable engineering partner
Find the real risks in architecture, dependencies, data handling and critical user flows.
Turn duplicated, tangled AI output into code a serious product team can safely change.
Close access-control, secrets, input and integration gaps before customers find them.
Build a repeatable release path with monitoring, recovery and an environment you own.
Maintain and scale the product as usage, integrations and expectations grow.
Built beyond the demo
Digital freight & logistics · Saudi Arabia
Shipper, carrier and driver appsA leading digital logistics platform in the Kingdom: trip booking with vehicle selection and instant estimates, real-time tracking from pickup to delivery, port-drayage flows connected to port operators, in-app permits and clearances, and a data-insights layer for booking efficiency and carrier credibility.
Cloud POS & business management · Saudi Arabia
In-store and online on one platformZATCA-compliant cloud POS for retail, restaurants and confectioners: real-time inventory, CRM and purchase history, sales analytics, mobile POS and self-ordering — designed around the way Saudi retailers actually run a shop.
White-label restaurant ordering · United States
Trusted by 1,000+ restaurantsBranded web and app ordering, delivery aggregation, loyalty and marketing, and POS integrations for restaurants, POS companies and merchant processors — a flat-fee alternative to commission-heavy delivery apps.
Advice is easy. Owning products forces better judgment.
Start with clarity
We examine the product through the journeys that matter, distinguish urgent risk from ordinary imperfection, and leave you with an ordered plan—not a scare document.
Discuss your codebase →Repository, deployed app, customer flows and what is currently keeping you awake.
Code, architecture, data, security, deployment and the paths real users depend on.
What to fix now, what can wait, what is already sound and the smallest reliable next milestone.
Clear answers, no rewrite theatre
Vibe coding services add experienced engineering judgment to software created quickly with AI coding tools. FifthInsights reviews the code and product, fixes material quality and security risks, establishes a reliable deployment path, and helps the application remain maintainable as customers arrive.
Yes. We work from the product and code you already have. We identify what is worth preserving, what needs to be hardened, and which parts should be replaced before the application handles real users, sensitive data or payments.
No. Generated code is not automatically bad. We keep code that is understandable and fit for purpose, then focus effort on the areas where failure, security exposure or future change would be expensive.
We examine the important user journeys, source code, architecture, dependencies, authentication, data handling, integrations and deployment setup. You receive an ordered plan that separates urgent risks from improvements that can safely wait.
Yes. FifthInsights can implement the remediation plan, move the application into a repeatable production setup, add monitoring, maintain it after launch and address measured scaling constraints as usage grows.
The code does not have to be perfect to be worth saving.