Explore CYBNODE AI security research, threat intelligence, and insights written by our analysts.
Every growing startup knows the feeling. You open the finance dashboard, scroll down the list of subscriptions, and quietly wince. Fifteen…
Explore SaaS is dying for the tools that matter most, here's whyUntil recently, bias in AI systems was mostly a conversation for researchers and ethicists. That has changed quickly. In 2026, whether an A…
Explore AI bias testing: what it is and why it's becoming a procurement questionFounders raising a seed round rarely think about security diligence at all, and for good reason, because most seed investors do not ask har…
Explore Security diligence at Series A vs seed: what actually changesFounders researching this topic are usually looking for one thing, a checklist of security requirements Y Combinator hands out on day one.…
Explore The security bar Y Combinator and top accelerators expectSelf-hosting an open source model is having a real moment. Llama, Mistral, Qwen and others have closed much of the gap with proprietary mod…
Explore Self-hosting an open source LLM: the security trade-offs nobody mentionsMost security content about AI products focuses on the model itself, prompt injection, data handling, the things that are specific to AI. T…
Explore API security for AI products: rate limiting, auth, and abuse preventionIf you have ever commissioned a penetration test, you have probably been handed a blank page and asked to define the scope before anyone wi…
Explore What is a pentest scope document and how to write oneMost security conversations with AI startups jump straight to the exotic risks, prompt injection, model manipulation, agent hijacking. All…
Explore Cloud misconfiguration in AI startups: the S3 buckets and IAM mistakes that expose dataSomewhere in your first serious enterprise deal, a question arrives that catches a lot of founders off guard. Do you support SSO? It sounds…
Explore What is SSO and why enterprise buyers require it before they'll signMost startups buy cyber insurance, tick the box, and assume they are covered if something goes wrong with their AI product. For a growing n…
Explore Cyber insurance for AI startups: what it covers and what it doesn'tMost conversations about AI security focus on enterprise buyers, and for good reason, since that is where security most often decides wheth…
Explore Security questions investors ask AI startups before they investIf you have started researching security testing for your AI product, you have likely run into two terms that sound similar and get used al…
Explore AI red teaming: what it is and how it differs from a normal pentest
