--- title: From Vide Coded AI Prototype to Production-Grade Cloud | AI Surge description: Your team vibe-coded a working app. We turn it into a secure, scalable, enterprise-grade cloud solution, deployed and owned by you. 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[Health & Aged Care](https://www.aisurge.com.au/ai-for-healthcare-aged-care) - [Property & Mixed Use](https://www.aisurge.com.au/ai-for-property-mixed-use) - [Mining](https://www.aisurge.com.au/ai-for-mining-heavy-industry) - [Argriculture](https://www.aisurge.com.au/ai-for-australian-agriculture) - [Wealth & Financial Ad](https://www.aisurge.com.au/ai-for-wealth-financial-advisory) - [Shipping & Marine](https://www.aisurge.com.au/ai-for-shipping-marine) - [About](https://www.aisurge.com.au/about-ai-surge-ai-implementations-in-australia-nz) - [Blog](https://www.aisurge.com.au/blog) - [Contact Us](https://www.aisurge.com.au/contact-us) [Contact Us](https://www.aisurge.com.au/contact-us?hsLang=en) From AI Prototype to Production-Grade Cloud | AI Surge From Vibe Code to Production # Your team built it with AI. We make it enterprise-ready. Vibe coding gets you a working app in days. Getting it secure, scalable and safely deployed is a different job entirely. AI Surge takes the app your team built with AI and turns it into a production-grade cloud solution: hardened, integrated, and owned by you. [Book a Free Strategy Session →](https://www.aisurge.com.au/contact-us?hsLang=en) [See How It Works](https://www.aisurge.com.au/vibe-coding-to-enterprise-grade-production#how) Weeks From prototype to deployed Enterprise Grade security & scale 100% Owned by you AU & NZ Onshore, governed delivery In short **Productionising an AI-built app means turning a fast prototype into an enterprise-grade, deployed cloud solution.** A vibe-coded app proves the idea, but usually lacks the security, testing, scalability, monitoring and governance a real business needs. AI Surge re-architects and hardens it into a secure, scalable system running in your cloud, integrated with your tools, and owned entirely by you, typically in a matter of weeks. It works on your screen. It won't survive contact with your business. AI-built apps are brilliant at proving an idea and terrible at running a business. The demo hides what's missing: no real authentication, secrets hardcoded in the source, no tests, no error handling, one shared login, no backups, no monitoring, and no clear answer on where the data lives. The moment more than a handful of people rely on it, the cracks show, and your exciting prototype quietly becomes the shadow IT your security team worries about. AI Prototype Vibe-coded, proves the idea → Rebuild & Harden Security, scale, testing, deploy → Production Cloud Secure, scalable, owned by you The gap between a demo and a deployment is bigger than it looks. The same idea, held to two completely different standards. Closing that gap is the whole job, and it's what turns a clever prototype into something your business can actually depend on. | What matters | Vibe-coded prototype | Production-grade cloud | | --- | --- | --- | | Security & access | Shared login, keys in the code | SSO, roles, secrets secured | | Reliability | Breaks under real load | Tested, monitored, backed up | | Scalability | Fine for one, fails for a hundred | Scales with your organisation | | Data & compliance | Unclear handling | Aligned to Australian privacy law | | Maintainability | Only the author understands it | Documented, tested, handed over | | Ownership | Trapped in a no-code tool | Yours, on your cloud | What it takes to make an AI-built app enterprise-ready. The exciting part is already done. Everything below is the work most AI-built apps skip, and it's exactly what your security team, your auditors and your customers care about. We build it in from the start, we don't bolt it on at the end. ### Authentication & Access Control We replace shared logins with real identity: single sign-on, multi-factor authentication and role-based access, so every person sees only what they should. Access is least-privilege by default and reviewed over time. SSO · MFA · RBAC · least privilege · session control ### Encryption Everywhere Your data is encrypted in transit and at rest, so it's protected on the wire, in the database and in every backup. No plaintext secrets, no unprotected storage. TLS 1.3 in transit · AES-256 at rest · encrypted backups ### Secrets & Key Management API keys and credentials come out of the source code and into a managed secrets vault, with rotation and tightly scoped access. Nothing sensitive is ever committed to a repository again. Secrets vault · automatic rotation · scoped access · no keys in code ### Backups & Disaster Recovery Automated, encrypted backups with point-in-time restore, plus a recovery plan we actually test. A mistake or an outage becomes a minor event, not a lost business, with clear recovery targets rather than hope. Automated backups · point-in-time restore · tested DR · defined RPO/RTO ### Data Governance & Compliance Clear data handling, retention and residency aligned to Australian privacy law, with personal data identified and controlled and every action logged. The app passes legal and security review instead of failing it. AU data residency · Privacy Act · PII controls · audit logging · retention ### Testing & Safe Releases Automated tests and a proper CI/CD pipeline with staging environments, so changes are verified before they reach users and can be rolled back instantly if anything looks wrong. Automated tests · staging · CI/CD · one-click rollback ### Architecture & Scale We re-architect the prototype into a cloud-native system that scales with demand, so it stays fast and stable whether ten people use it or ten thousand. Cloud-native · autoscaling · load-tested · caching ### Monitoring & Reliability Centralised logging, real-time alerting, error tracking and uptime monitoring, so problems surface to you first and downtime is measured in minutes, not customer complaints. Logging · alerting · error tracking · uptime monitoring ### Hardening & Vulnerability Management Ongoing dependency scanning, patching and security hardening, with penetration testing available, so known vulnerabilities are found and fixed before someone else finds them. Dependency scanning · patching · hardening · penetration testing The same app. A completely different foundation. The internal tool your team spun up last month, before and after. Vibe-coded prototype ### Impressive, and quietly fragile - Runs on one laptop or a free tier - A single shared login, keys in the code - Falls over when the team actually uses it - No backups, no monitoring, no audit trail - Only the person who built it can change it Production-grade cloud ### Solid enough to bet the business on - Deployed in your cloud, across proper environments - SSO and role-based access, secrets secured - Scales cleanly as more of the business relies on it - Monitored, backed up, and audit-ready - Documented and handed over, so anyone can maintain it From assessment to deployed, in five clear stages. No mystery, no endless rebuild. Each stage has a defined output, and most projects run in a matter of weeks. 1 ### Assess We review the prototype's code, architecture, security and data handling, and give you an honest go, fix or rebuild call, with a fixed scope and price. 2 ### Architect We design the target cloud architecture, security model and data design, so the rebuild is deliberate rather than another patch on a prototype. 3 ### Rebuild & Harden We bring the app up to production standard: authentication, tests, secrets management, error handling and performance, keeping what's good and replacing what isn't. 4 ### Deploy We set up your cloud environments, CI/CD pipeline and monitoring, and deploy the app properly, not from someone's laptop. 5 ### Handover & Support We document everything, train your team, and stay on to monitor, maintain and extend it as the business grows. Enterprise-ready means it passes review, not just the demo. The difference between a prototype and a production system is mostly the things you can't see in a demo. We build those in from the start, aligned to Australian privacy law and your compliance requirements. - Authentication, SSO and role-based access control - Secrets and credentials moved out of the code and secured - Automated testing and a safe, repeatable release pipeline - Logging, monitoring, alerting and backups - Data residency and handling aligned to Australian privacy law - Deployed on your cloud, documented and owned by you Consultants who actually ship. Plenty of firms will advise you on AI. We take the app your team already built and get it live, safely, with one accountable Australian and New Zealand based team across architecture, build, security and support, and no offshore handoffs. A prototype proves the idea. **Production is where it starts paying you back.** Productionising an app pairs naturally with our [custom MCP connectors](https://www.aisurge.com.au/mcp-connectors?hsLang=en) for live system access, [custom AI agents](https://www.aisurge.com.au/custom-ai-agents-for-business?hsLang=en), and a full [custom AI platform](https://www.aisurge.com.au/ai-solutions-platforms-for-australian-business-ai-surge-x-mayfly-ventures?hsLang=en) build, and it's a natural first step in a wider [AI transformation](https://www.aisurge.com.au/ai-transformation-for-business?hsLang=en). Prototype to production, answered. What does "productionising" or "prototype to production" actually mean?+ It means turning a fast prototype into a real system your business can rely on. A vibe-coded or AI-built app proves an idea, but usually lacks the security, testing, scalability, monitoring and governance needed to run in production. We re-architect and harden it into an enterprise-grade cloud solution, deployed properly and owned by you. Can you work with an app built in Lovable, Cursor, Replit, v0 or Claude?+ Yes. We regularly take apps built in tools like Lovable, Cursor, Replit, v0, Bolt and Claude, along with internal tools teams have coded with AI assistance, and bring them up to production standard. The tool it started in doesn't matter; what matters is where you need it to get to. What makes an app "enterprise-grade"?+ Enterprise-grade means it passes review, not just the demo. That covers real authentication and access control, secrets kept out of the code, automated testing, a proper deployment pipeline, monitoring and backups, clear data handling and compliance, and documentation so your team can maintain it. We build those in rather than bolting them on. Is our prototype's code salvageable, or do you start from scratch?+ It depends on the prototype, and we tell you honestly after the assessment. Often we keep the parts that work, the interface and the core logic, and rebuild the foundations underneath: security, data, architecture and deployment. Sometimes a clean rebuild is faster and safer. Either way you get a fixed scope before we start. How long does it take, and what does it cost?+ Most productionisation projects run in a matter of weeks rather than months, depending on the app's complexity and how far it needs to scale. We scope each one against a fixed price after a short assessment, so you know the cost and the outcome before you commit. Where is it deployed, and do we own it?+ It's deployed into your cloud environment, on infrastructure you control, and handed over as your asset with full documentation. We can stay on for monitoring, support and new features, but you own the system and are never locked in. Is it secure and compliant with Australian privacy law?+ Yes. Security and compliance are designed in from the assessment onward, aligned to Australian privacy law and your own requirements, with data residency, access controls and audit logging. That is usually the single biggest gap in an AI-built prototype, and closing it is core to what we do. ## You've proven the idea. Now let's make it real. Send us the app your team built, and we'll tell you exactly what it takes to get it secure, scalable and live. From assessment to deployed in weeks. 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AI Surge Pty Ltd. ```json { "@context" : "https://schema.org", "@type" : "Organization", "address" : { "@type" : "PostalAddress", "addressCountry" : "AU", "addressLocality" : "Melbourne", "addressRegion" : "VIC", "postalCode" : "3000", "streetAddress" : "Level 7, 222 Exhibition Street" }, "email" : "hello@aisurge.com.au", "name" : "AI Surge", "sameAs" : [ "https://www.linkedin.com/company/aisurgeanz/" ], "telephone" : "+61 438 624 362", "url" : "https://www.aisurge.com.au" } ``` ```json { "@context" : "https://schema.org", "@type" : "Service", "areaServed" : [ { "@type" : "Country", "name" : "Australia" }, { "@type" : "Country", "name" : "New Zealand" } ], "description" : "AI Surge takes AI-built prototypes and vibe-coded apps and turns them into secure, scalable, enterprise-grade cloud solutions: re-architected, hardened, deployed and owned by the client.", "name" : "From AI Prototype to Production-Grade Cloud", "provider" : { "@type" : "Organization", "name" : "AI Surge", "url" : "https://www.aisurge.com.au" }, "serviceType" : "AI Application Productionisation", "url" : "https://www.aisurge.com.au/ai-prototype-to-production" } ``` ```json { "@context" : "https://schema.org", "@type" : "HowTo", "description" : "The five-stage process AI Surge uses to assess, re-architect, harden, deploy and support an AI-built app.", "name" : "How AI Surge turns an AI-built prototype into a production-grade cloud solution", "step" : [ { "@type" : "HowToStep", "name" : "Assess", "position" : 1, "text" : "Review the prototype's code, architecture, security and data handling, and give an honest go, fix or rebuild call with a fixed scope and price." }, { "@type" : "HowToStep", "name" : "Architect", "position" : 2, "text" : "Design the target cloud architecture, security model and data design so the rebuild is deliberate rather than another patch." }, { "@type" : "HowToStep", "name" : "Rebuild and Harden", "position" : 3, "text" : "Bring the app up to production standard: authentication, tests, secrets management, error handling and performance." }, { "@type" : "HowToStep", "name" : "Deploy", "position" : 4, "text" : "Set up cloud environments, a CI/CD pipeline and monitoring, and deploy the app properly into the client's cloud." }, { "@type" : "HowToStep", "name" : "Handover and Support", "position" : 5, "text" : "Document everything, train the team, then monitor, maintain and extend the system as the business grows." } ] } ``` ```json { "@context" : "https://schema.org", "@type" : "BreadcrumbList", "itemListElement" : [ { "@type" : "ListItem", "item" : "https://www.aisurge.com.au", "name" : "Home", "position" : 1 }, { "@type" : "ListItem", "item" : "https://www.aisurge.com.au/ai-prototype-to-production", "name" : "From AI Prototype to Production-Grade Cloud", "position" : 2 } ] } ``` ```json { "@context" : "https://schema.org", "@type" : "FAQPage", "mainEntity" : [ { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "It means turning a fast prototype into a real system your business can rely on. A vibe-coded or AI-built app proves an idea, but usually lacks the security, testing, scalability, monitoring and governance needed to run in production. We re-architect and harden it into an enterprise-grade cloud solution, deployed properly and owned by you." }, "name" : "What does prototype to production actually mean?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "Yes. We regularly take apps built in tools like Lovable, Cursor, Replit, v0, Bolt and Claude, along with internal tools teams have coded with AI assistance, and bring them up to production standard. The tool it started in doesn't matter; what matters is where you need it to get to." }, "name" : "Can you work with an app built in Lovable, Cursor, Replit, v0 or Claude?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "Enterprise-grade means it passes review, not just the demo. That covers real authentication and access control, secrets kept out of the code, automated testing, a proper deployment pipeline, monitoring and backups, clear data handling and compliance, and documentation so your team can maintain it." }, "name" : "What makes an app enterprise-grade?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "It depends on the prototype, and we tell you honestly after the assessment. Often we keep the parts that work, the interface and the core logic, and rebuild the foundations underneath: security, data, architecture and deployment. Sometimes a clean rebuild is faster and safer. Either way you get a fixed scope before we start." }, "name" : "Is our prototype's code salvageable, or do you start from scratch?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "Most productionisation projects run in a matter of weeks rather than months, depending on the app's complexity and how far it needs to scale. We scope each one against a fixed price after a short assessment, so you know the cost and the outcome before you commit." }, "name" : "How long does it take, and what does it cost?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "It is deployed into your cloud environment, on infrastructure you control, and handed over as your asset with full documentation. We can stay on for monitoring, support and new features, but you own the system and are never locked in." }, "name" : "Where is it deployed, and do we own it?" }, { "@type" : "Question", "acceptedAnswer" : { "@type" : "Answer", "text" : "Yes. Security and compliance are designed in from the assessment onward, aligned to Australian privacy law and your own requirements, with data residency, access controls and audit logging. That is usually the single biggest gap in an AI-built prototype, and closing it is core to what we do." }, "name" : "Is it secure and compliant with Australian privacy law?" } ] } ```