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AI demo vs. production app

A working AI demo still needs a launch review.

A demo shows that a flow can work. A launch review checks who can access data, how payments affect access, what happens on failure and how the app is deployed. Forward Growth can review these areas and scope the missing work.

For founders preparing to accept real users or payments.

Request a launch review ↗

Work directly with Paul · Scope agreed before implementation

Illustrative workflow
01
Existing demo
02
Launch review
03
Prioritized fixes

What changes when you hire help.

DIY, engineering or both
01

Accounts & permissions

Check which users can read and change each type of data.

02

Payments & failure states

Test failed, repeated and delayed actions as well as the happy path.

03

Release & recovery

Establish the deployment process, backups and rollback options.

04

An actionable review

Get a list of findings, priorities and proposed implementation work.

Who handles what?

AI builder alone compared with a scoped Forward Growth engagement
ResponsibilityAI builder aloneForward Growth engagement
PermissionsYou configure and verify accessAccess rules reviewed within an agreed scope
Critical flowsYou decide what to testNamed scenarios and expected results agreed
DeploymentYou configure the releaseRelease steps and access documented
Readiness decisionYou assess the remaining risksFindings and options support your decision

Delivery

Small steps.
Visible progress.

  1. 01Share the brief
  2. 02Agree the scope
  3. 03Build & review

Pricing follows the scope. Existing code, integrations, content and release requirements affect the estimate. You’ll see deliverables, milestones and third-party costs before committing.

Useful answers.

Does an AI-built app always need rebuilding?

No. Review the existing code, services and constraints before choosing repairs or replacement.

Can a scanner verify everything?

Scanning can help, but product behavior, user permissions and failure handling also need checks appropriate to the application.

Does a review certify the app as secure?

No. It covers an agreed scope and findings at that point in time. Specialist testing or formal compliance review may be needed separately.

Your next step

Have a project
in mind?

Share what you need, what already exists and your timing. I’ll reply personally within one business day.

paul@forward-growth.com

AI demo vs. production app

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