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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.

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 mattersVibe-coded prototypeProduction-grade cloud
Security & accessShared login, keys in the codeSSO, roles, secrets secured
ReliabilityBreaks under real loadTested, monitored, backed up
ScalabilityFine for one, fails for a hundredScales with your organisation
Data & complianceUnclear handlingAligned to Australian privacy law
MaintainabilityOnly the author understands itDocumented, tested, handed over
OwnershipTrapped in a no-code toolYours, 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.

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.

Book a Free Strategy Session →
Secure · Scalable · Owned by you · Australian and NZ based AI experts