# SecureFLIT > Cybersecurity expert review for AI security products ## Posts - [Where AI security products usually get caught out](https://secureflit.com/where-ai-security-products-get-caught-out/): AI security products usually get caught out in one of three places: before a pilot, between releases, or at customer sites. Here’s how to tell which one applies to you, and the fix for each. - [Why AI security deployments go quiet after the demo](https://secureflit.com/ai-security-deployments-after-the-demo/): A product that shines in the demo can still struggle inside a customer’s environment. Here are the four usual causes, what they cost you, and how forward deployed engineers fix them. - [What a clean test environment won’t show you](https://secureflit.com/clean-test-environment-ai-security-product/): Most AI security products are tested in environments far cleaner than any customer’s. That hides the problems customers find on day one. Here’s what a realistic test environment needs. - [What your AI security product’s test results might be missing](https://secureflit.com/ai-security-product-test-results-missing/): Benchmarks and automated tests check whether your AI gets an answer. They rarely check whether a real analyst would trust it. Here are four ways products get caught out, and how to find them before a customer does. ## Pages - [Insights](https://secureflit.com/insights/) - [Contact](https://secureflit.com/contact/): If you're building an AI security product and want real cybersecurity experts reviewing its output — on your side of the table — let's talk about where to start. - [FAQ](https://secureflit.com/faq/): Will you compete with our own engineers? - [Who we work with](https://secureflit.com/who-we-work-with/): We work with companies building AI-driven security tools whose output a cyber expert can meaningfully review — teams with real budget but not the spare senior headcount to do this work internally. - [How we work](https://secureflit.com/how-we-work/): Scope We agree exactly what needs evaluating, building, or supporting. - [Forward Deployed AI Security Engineers](https://secureflit.com/deployment/): Your product works in the demo. We make it work in every customer’s environment. - [Evaluation infrastructure](https://secureflit.com/infrastructure/): Especially for agentic pentest and other offensive tooling, judging your product means pointing it at a realistic target. - [Expert evaluation](https://secureflit.com/evaluation/): Whether your product is an AI SOC analyst, an agentic pentest tool, or AI-driven EDR, CASB, or DLP, we use it the way it's meant to be used — and the way your customer will — then review its behaviour and output with your engineers. - [Home](https://secureflit.com/): Your benchmarks tell you the AI passes. They can't tell you its output is right. - [Privacy Policy](https://secureflit.com/privacy-policy/): This policy explains what personal information SecureFLIT collects through secureflit.com, why, and what rights you have. [comment]: # (Generated by Hostinger Tools Plugin)