All ideas / SaaS and subscription founders
Security and cost audit for AI-built apps
Indie founders need a tool to find exposed keys and set hard spend caps on AI-built apps.
Why it can work
- Real cases show locked-out projects and large unexpected charges.
- Billing alerts alone did not stop charges in reported cases.
- Basic security gaps are commonly missed by builders.
Watch out
- Detection may miss gaps that builders cannot easily spot.
- Buyers may not return once the fix is done.
First moveInterview founders who had leaked keys or surprise bills.
How it scores
Stars come from the evidence below; each row links to it. How the Itch Rank works
How much it itches 27 of 40
Will people pay 0 of 35
The job to be done
Find and fix security holes in AI-built apps
When an app built quickly with AI coding tools goes live with exposed keys, bypassable paywalls, and no effective spend cap, the founder needs to detect and lock down those security gaps and runaway costs, so they can keep the app running without losing access to data or being charged for abuse.
How often posters face it
- One-off2
Pain proof
4 complaints from 3 communities
A leaked Google Maps API key was used to run thousands of dollars of Gemini charges, and Google suspended the whole project, locking the founder out of the app and user…
Billing alerts on a cloud account did not stop charges, and an attack ran up a roughly $98k Firebase bill in one day with no effective cap.
Paywalls and app logic can be bypassed and shared publicly, and founders often miss basic security gaps.
Show all
Apps built quickly with AI coding tools have security vulnerabilities such as exposed APIs that builders cannot easily detect.
Why now
1 deadline or forced change
- 11 Dec 2027EU Cyber Resilience Act: vulnerability/incident reporting live (Art. 14), full obligations Dec 2027possiblesource
If you started today
A first version, from what posters ask for
First version
Sources
Not found yet: Paid tasks, Success stories, Funds raised, Creator patterns, Product sunsets, Search trends, Incumbent gaps. A missing layer scores zero in the Itch Rank.