VULNARY
Adversarial AI · Offensive Security

Adversarial by design.

Proof, not probability: the exploit that works, the fix that ends it, and an adversary of our own that never sleeps.

200+ offensive engagements 15+ CVEs in critical infrastructure Black Hat & DEF CON speaker Google & Samsung Hall of Fame BMW · Cisco · ICS/SCADA LLM red-team at scale RUSI Frontier AI Taskforce
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01 · PRODUCTIZED

The researcher that never sleeps.

A scheduled pentest is a snapshot: true the day it ships, stale by the next deploy. The Resident is our autonomous researcher that never stops looking: it watches your attack surface 24/7, proves what's exploitable, writes it up, and compounds a private knowledge base your team actually keeps.

  • Fully managed. We run it: nothing to deploy, no box to babysit. You just read the findings.
  • It does the work. Reverse-engineers binaries in its own sandbox, implements papers in code, publishes original CVEs.
  • Self-healing. Writes its own patches when it breaks, reprograms and redeploys itself.
  • Upskills your team and reduces reliance on outside firms: the cure, not just the alarm.
resident@client-prod · live
HOW IT WORKS

One researcher. No off switch.

Point it at your attack surface and it runs the whole loop itself: studying your code, systems and models, building the exploit, proving it, then writing up the fix. Around the clock, with no one in the chair.

YOUR ATTACK SURFACE THE RESIDENT · RUNS CONTINUOUSLY WHAT IT LEAVES BEHIND Code apps & source Systems network · cloud · firmware Models LLMs · agents · pipelines The Resident · autonomous researcher Observe Research Exploit Prove patches & redeploys itself · unattended Proven exploit + fix reproducible PoC Private knowledge base compounds · you keep it Your teamSETS THE SCOPE STUDIES IT WRITES IT UP ↻ NEVER STOPS
swipe to explore →
then it begins again, continuous · unattended
02 · PROOF

Receipts, not résumés.

Proof over probability, for twenty years. Every entry below is a real exploit we built and the fix that ended it.

0+
Years adversarial
0+
Offensive engagements
0+
CVEs · critical infra
2×
Hall of Fame
Selected CVEs & advisories
CVE-2017-9212BMW ConnectedDrive: remote vehicle access & control
CVE-2014-3341Cisco NX-OS Nexus 5000/6000: authentication bypass
ICSA-20-154-05Grid Solutions Reason RT clocks: grid-timing flaws
ICSA-16-278-01INDAS web SCADA: water / utility control systems
Stage & recognition
2020Black Hat USA: AutoGadgetFS, USB attack toolkit
2026CSA AI Summit: AI coding-assistant governance
2013Google Hall of Fame · Samsung Hall of Fame
·GitHub Bug Bounty · DEF CON · CSCAMP
The arsenal · instruments we built
Autonomous Agent
The Resident
A fully autonomous LLM that operates a live public site end-to-end: researching, building, publishing, self-healing, unattended.
Desktop Intelligence
CORTEX · ADI
The Autonomous Desktop Intelligence category: 680+ automations, OS-level control, distributed agents over mutual-TLS BokiSwarm.
Code Review
Crucible
Multi-agent code review that maps an entire codebase, reasons across call-flows, and proves each finding with a working exploit, not just a warning.
03 · THE PRACTICE

Four ways we make
failure impossible.

01

AI & LLM Red-Teaming

You shipped AI faster than anyone could secure it. We apply nation-state-grade pressure to your models, agents and pipelines: prompt injection and jailbreaks at scale, model extraction, training-data poisoning, automated guardrail bypass. Then we hand you the prompt that owns the whole system before an attacker finds it.

prompt injectionjailbreak automationmodel extractiondata poisoningadversarial MLagent abuse
02

Offensive Security & Pentesting

A scanner finds the easy door; we walk the whole kill-chain through it. Web, network, code, firmware and hardware, into the targets everyone else calls "out of scope": vehicles, switches, ICS/SCADA, the grid. Then we prove the path end to end, not in theory.

web & networkreverse engineeringfirmware / hardwareICS / SCADAbinary analysisred team ops
03

Vulnerability Research & Exploit Dev

Risk scores start arguments. Working exploits end them. We discover the flaw, weaponize a proof-of-concept, and hand engineering the receipt, so the conversation is about evidence, not opinion.

CVE discovery0-day researchweaponized PoCprotocol fuzzingARM / kernel
04

AI Security Architecture & Due Diligence

Before you ship the model, or acquire the company that did. We threat-model the AI stack, hunt poisoned and biased training data, harden LLMOps and alignment, and quantify the security debt investors never see. We build the systems that make every attack above fail.

LLMOps hardeningalignment reviewM&A AI due diligenceguardrail engineeringmTLS / PKI
04 · THE TERMS

Fixed price. No sales hassle.

A premium pentest takes weeks, and a scoping call before anyone will even quote you. Ours is fixed-price, starts this week, and lands a reproducible exploit, not a maybe. Priced about a third under the machine-only platforms, with a named adversary who signs the report.

Single Target
Probe
$2,500
per engagement
One application, API, or target. Black, grey, or white box. Your call.
  • Reproducible PoC and the fix that kills it
  • Audit-ready report in days, not weeks
  • Free re-test once you remediate
  • Under NDA · your data stays yours
a third under the machine-only platforms
Start a Probe
Full Attack Surface
Siege
$5,000
per engagement
Multiple modules, integrations, and multi-step workflows. The full kill-chain.
  • Everything in Probe, at full scale
  • Chained attack paths others scope out
  • Firmware, hardware & ICS in range
  • Board- & compliance-ready evidence
a third under premium autonomous pentests
Start a Siege
AI / LLM
Adversary
$5,000
per engagement
Red-team a model, agent, or pipeline: jailbreaks, extraction, poisoning, guardrail bypass.
  • The prompt that owns the system, proven
  • Training-data & pipeline poisoning review
  • Guardrail-bypass automation at scale
  • Coverage the pentest platforms don't sell
No machine-only equivalent exists.
Red-team a model
Continuous · Managed
The Resident
Request access
annual · continuous coverage
Not a point-in-time snapshot: an autonomous researcher that works your attack surface 24/7.
  • Continuous, exploit-validated coverage
  • Fully managed: nothing for you to run
  • Compounds a private knowledge base
  • A human owner on the loop, always
vs continuous platforms at €35k+/yr
Request access
Every engagement is fixed-price and scoped up front. No surprise day-rates.
05 · THE SIGN OFF

The industry sells confidence. We sell the opposite: the one exploit that should keep you awake, and then the fix that lets you sleep. The asymmetry has always favored the attacker. Flipping it back is the only reason we exist.

VULNARY
06 · ENGAGE

Put your defenses
to the proof.

Fixed-price. Under NDA. We start by trying to break it.

VULNARYEST. 2026
hello@vulnary.com
the cure for vulnerabilities, not just the alarm
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