FROM AI IDEA TO BUSINESS SOFTWARE
Can my AI-built app be used in the business?
From a working demo to considered operation.
A working demo does not establish whether an app is ready for business use. Assess what it handles, who can access it and what happens if it fails. Our initial review asks three questions: is it secure, can it be developed further, and who owns and operates it?
The intended use determines the requirements
Lovable, Claude Code and Codex may be part of the work, but the tool name does not establish readiness. A prototype with fictional data and a system that writes to accounting software need different assessments. Publishing a page makes it reachable; it does not establish its suitability.
| Situation | Next check |
|---|---|
| Demo using test data | Define what you want to learn and restrict access. Make sure real data and secrets have not been included. |
| Pilot with a small group | Bound the users, data, duration and responsibilities. Decide how to stop the trial and deal with failures. |
| Production use | Verify safeguards, workflows, integrations, recovery and ownership before deciding. A small user group does not make sensitive data less sensitive. |
1. Is it secure?
Check secret keys and passwords, login behaviour and the data each role can actually read or change. Hiding a button is not access control. Permissions must be enforced where data is retrieved or changed, not just in the interface.
- Have a technical owner verify that user A cannot read or change user B’s protected records.
- If a secret was exposed, revoke or rotate it. Removing it from the latest code is not enough.
- Distinguish intentionally public identifiers from secret keys. Assess a browser-visible key by the permissions it grants.
2. Can it be developed further?
Review how code, database and business rules fit together. Can another person understand the flow, test a change and update the database in a controlled way? A messy component may be improved on its own. A substantial rebuild should be justified by specific problems, not by the code being AI-generated.
Assess the parts: what can stay, what needs improvement and what must be replaced?
3. Who owns what, and how does it run?
List who controls the project, code, database, hosting, domain and billing. Account control is not the same as legal ownership of all content; contracts and licences may need separate review. Assign responsibility for updates, costs and incidents. Demonstrate deployment from an identified code version and recovery of both code and data using a tested plan.
Finish with an explicit decision
Our recommended outcome is one of three next steps: continue a bounded trial, fix named blockers before live use, or prepare a limited production release. Record checks performed, open issues and the decision owner. A clean security scan is evidence to consider, not a release approval.
PRACTICAL TEMPLATE
A short decision brief
Use the headings as a starting point for your conversation. Leave secrets and customer records out of the document.
Intended use and users: Data and consequences of failure: Security — verified / outstanding: Maintainability — verified / outstanding: Ownership and operation — verified / outstanding: Decision, limits, owner and date:Download template (.txt) ↓
Common questions
Can a Lovable app be used in production?
It may be possible, but assess the specific app and its intended use. Review data access, workflows, integrations and operation. Lovable’s own security checks do not replace a review appropriate to the risks.
Is internal use always low risk?
No. Internal systems may handle customer records, payments or critical decisions. The data, access and consequences of failure determine the necessary checks.
Sources and method
The review structure, examples and templates are Miller Development’s practical recommendations, informed by Sven Miller’s description of our approach. The references explain related principles; they do not validate these templates or certify a solution. Platform features and terms can change. This guide does not replace a review of your specific system.
Lovable states that its security scans cannot guarantee complete security or replace a thorough review. OWASP ASVS provides a framework for technical security requirements and verification.
MILLER DEVELOPMENT
Want help taking the next step?
We help prioritise business value, review AI-built solutions and develop secure, stable systems integrated into your business. The next step may be a small test, a technical review or a bounded first delivery.
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