
Always-On Vulnerability Tests
Proves exploits are real with working code. Clear fixes, not vague advice.

Proves exploits are real with working code. Clear fixes, not vague advice.
The real user prompts we captured this ad appearing on inside ChatGPT.
Integration library dependency audit
Integration library security advisories
Mock Google APIs for unit testing
Open source tool vulnerability disclosure policy
research repository security requirements
The prompts are the clue. The answer is the audience it is really aimed at, and the context hint quietly placing it here.
We capture sponsored ads inside ChatGPT by probing it with realistic consumer prompts and recording the creative + the triggering prompt. Explore the full ad library.
Questions about the data, a brand you expected to see, partnerships, or access to the intelligence layer. We read every message.