Thirty practical questions to help you see how your AI-assisted product is likely to hold up with real customers. Get a score out of 120, understand what it means and choose a sensible next step.
Not a code scanner or a certification. The scorecard helps you think through the questions that shape whether an AI-assisted product is ready to serve real customers, and where a closer look may help.
Secrets, authentication and access to the product.
What you hold, where it lives and whether it can be removed on request.
How the product responds to failure, and whether you would know.
Where usage puts pressure on the product and what growth could require.
Whether you or a new engineer could make sense of it six months from now.
How you release changes and what catches a risky one.
How today’s architecture behaves as usage increases.
Your total is a starting point. The answers that surprise you are often the most useful part.
There may be important issues you cannot yet name. An AI Build Audit can help identify and prioritise them before they become a bigger problem.
You have a sense of where some gaps are. Work through the items you can name, or get help if the list is longer than your week.
Nothing urgent stands out. Keep building, and revisit the scorecard when the product changes shape.
Choose the format that suits you, answer the questions and decide whether a conversation about your score would be useful.
Complete the scorecard online or email us to request a printable version.
Set aside about ten minutes. Answer as honestly as you can, “not sure” is useful information too.
We’ll offer a free 20-minute debrief to help you make sense of the score and your next step.
We’ll walk through what stands out and tell you if you don’t need us. Your result stays yours unless you choose to share it.
Yes. We’ll send you the scorecard and offer a free 20-minute debrief once you’ve completed it. There’s no obligation to buy anything.
About ten minutes. There are 30 questions across seven areas.
No. Your score is yours. The debrief is optional, and you can choose what you want to discuss.
This scorecard is for a product that exists or is close to production. If you’re still at the idea stage, the Agentic Coding Workshop may be a better fit.
Complete it online now, or ask us for a printable copy.