AI / ML Security
We attack LLM apps and AI agents the way a real adversary would: prompt injection, tool and agent abuse, data and model leakage, poisoned training data, and supply-chain risk. Mapped to the OWASP LLM Top 10 and MITRE ATLAS.
> KVULN LLC // Offensive Security
We break AI systems before attackers do: LLM apps, agents, and the pipelines behind them, plus the web, cloud, and networks they run on. Senior people run every engagement, use AI to cover more ground, and go where most testers won't: OT/ICS and connected healthcare.
> services
We scope the work to your actual risk, anything from a single LLM app to a full red-team campaign. We run it start to finish, and you walk away with a report that's blunt about what to fix first.
We attack LLM apps and AI agents the way a real adversary would: prompt injection, tool and agent abuse, data and model leakage, poisoned training data, and supply-chain risk. Mapped to the OWASP LLM Top 10 and MITRE ATLAS.
We emulate real threat actors across multiple steps to find out whether your team would actually catch us, not just whether the perimeter holds.
We map the routes a real attacker would take through your network, inside and out, then tell you which ones to close first.
We read the code and the design together to catch systemic weaknesses before they ship.
We dig into your web apps and APIs by hand: auth, business logic, and the flaws a scanner will never find.
We assess AWS, Azure, and GCP environments for the identity gaps, exposed services, and misconfigurations attackers actually use to get in.
> engagement process
A proven process, tailored to each engagement.
A conversation to understand your environment, goals, and what's keeping you up at night, so we can focus where we add the most value.
A written proposal that spells out scope, rules of engagement, timeline, and fixed pricing. No surprises later.
Hands-on testing, AI-assisted for coverage and verified by hand, with steady updates and immediate communication if we find something critical.
A prioritized report you can act on, with reproducible findings and fixes. Most engagements also include a debrief to talk it through, with an optional retest once you've made the changes.
> about
Every engagement is run by people who've done this work for years, the same ones who scope it, test it, and brief you. We use AI throughout to cover more ground, but a human is always in the loop: every finding is confirmed by hand, then explained in plain terms. Whether AI touches your data is your call.
We've worked across regulated, high-stakes industries, from defense and healthcare to industrial, among others. Every one sets a high bar for safety, confidentiality, and rigor.
Methodologies
> contact
Tell us about your environment and what you want assessed. Not sure of the exact scope yet? Tell us what's worrying you and we'll help shape it. We're happy to sign an NDA before you share anything sensitive.