For builders whose AI-built app now has something real at stake.

Your app works. What comes next?

Now find out what the demo couldn’t tell you.

The Beyond the Demo Scorecard turns 12 answers into a clear estimate of where your app stands and what to check first. No code access required.

Start Your Scorecard →

See your estimated score Find the areas worth checking Get prompts for what to do next Useful before or after launch

Keys & Secrets
92
Sign-In
74
Who Sees What
58
Spam & MisuseRepository access is needed to confirm this.
AI FeaturesRepository access is needed to confirm this.
Data Safety & Backups
81
Payments & Access
45
Stability
88
Speed & Scale
63
Updates & Alerts
39
Third-Party CodeRepository access is needed to confirm this.
Future Changes
70

Who Sees What

58

Can one customer see or change another customer’s data?

Example result. Your estimated score is based on your answers.

The demo worked. Now comes the part users depend on.

What works in a demo can behave very differently in real use.

The demo showed the best-case path. Real users won’t always stay on it. That’s when access, failed payments, broken flows, and recovery start to matter.

Can one customer see another customer’s data?

A working login proves someone can get in. It doesn’t prove they can only see what belongs to them.

Can someone use a paid feature without paying?

A working checkout proves the payment went through. It doesn’t prove the app checks payment before giving access.

What happens when an update breaks something else?

You fix one thing, another breaks, and rolling back removes the feature you just added. Without a safer way to test changes, the app can get stuck in the same loop.

You didn’t build it wrong. The job has changed.

The next step isn’t more prompting. It’s checking what can hold up.

Getting the app working is a real milestone. The next job is checking the parts a demo usually doesn’t prove: access, payments, recovery, broken updates, data rules, and handoff.

Reaching this stage does not mean you built it wrong. It means the app has moved from “can it work?” to “can people depend on it?”

The Last 20% is the part after the app works, where you find out what it can handle when real people depend on it.

The 12 areas your demo doesn’t prove

The Beyond the Demo Framework shows what still needs an answer.

The Scorecard gives you a first pass across the areas a demo usually leaves unanswered, so you can see where to look next before more depends on the app.

Keys & Secrets

Could someone find a hidden key and run up charges on your account?

Sign-In

Could someone get into an account that isn’t theirs?

Who Sees What

Could one customer see another customer’s data or do things in their account?

Spam & Misuse

Could someone spam the app or use it in a way that breaks things?

AI Features

Could someone make your AI feature ignore the rules you set for it?

Data Safety & Backups

Is your data accurate, private, and recoverable if something goes wrong?

Payments & Access

Could someone get into paid features without paying?

Stability

Could the app crash, freeze, or fail when a customer is using it?

Speed & Scale

Can the app stay fast when more people start using it?

Updates & Alerts

Can you change the app without finding out from customers that something broke?

Third-Party Code

Could a package, plugin, or library in your app have a known issue?

Future Changes

Can you or someone else change the app later without breaking what already works?

Your Scorecard result is an estimate based on your answers. Some areas can only be confirmed by reviewing the repository and business logic.

Start here. It’s free.

Know what to check first before you keep building.

Answer a few focused questions about your app and get:

  • Your estimated Beyond the Demo Score
  • The areas most worth checking next
  • Clear explanations of what each one means
  • Priority Fix Prompts you can use right away
  • Your full Scorecard result, shown on-screen
Start Your Scorecard →

No account setup. No password. No payment card.

Start with an estimate. Go deeper when you need evidence.

STEP 1

Beyond the Demo Scorecard

Answer focused questions and get an estimated score, the areas to check next, and prompts you can use.
OPTIONAL

Live App Check

If your app is live, I can check what is publicly visible and send you the results by email.
STEP 2

Beyond the Demo Audit

A repository-level review that confirms findings across the 12 readiness areas and documents the evidence behind them.

Start with the free Scorecard. It gives you an estimated score, clear areas to check, and a better reason to decide whether deeper evidence is needed.

Start Your Scorecard →