// quantropic.ai  ·  global  ·  singapore  ·  germany  ·  ai resilience & advisory

AFTER THE
STRATEGY,
THE HARD PART
STARTS.

Most firms sell the roadmap. We build what survives contact with reality — governed, secured, and operational in environments where failure has real consequences.

REQUEST ASSESSMENT → SEE OUR METHOD ↓
30 YRS OPERATIONAL SECURITY
ISO 27001 STRATEGIST
HADES PROPRIETARY AI ATTACK FRAMEWORK

The market  ·  vs  ·  Quantropic

WHAT THE MARKET DELIVERS
✕
AI transformation roadmaps Beautiful decks with zero delivery accountability. The consultants are gone before implementation begins.
✕
Generic governance templates Copy-pasted frameworks that satisfy a checkbox and fail the first real compliance audit.
✕
Security theatre Traditional cybersecurity tools applied to non-deterministic AI systems. Real LLM vulnerabilities go undetected.
✕
Advisors who have never built anything AI strategy sold by people who have never been accountable for an AI system in production, under pressure.
WHAT QUANTROPIC DELIVERS
→
Scoped assessments with specific findings Deliverable-defined engagements. Scored findings. Prioritised remediation. You know what you're getting before we start.
→
Governance built for your regulatory context Frameworks grounded in NIST AI RMF, ISO 42001, MAS FEAT, PDPA — tailored to where you actually operate.
→
Adversarial AI security testing We test your AI systems the same way attackers do — because we built the attack tools. HADES is proprietary, operational, and not available to your adversaries either.
→
Operational experience, not theory 30 years of security practice includes knowing what happens after the consultants leave. We carry those failure modes.

SERVICES

07 DISCIPLINES
01
AI READINESS
Structural assessment of your data foundations, infrastructure, talent, and governance. Know exactly where the blockers are before you commit implementation budget.
02
AI MATURITY MODEL
Benchmark your AI capabilities against industry standards. Identify where you actually are — not where leadership believes you are.
03
AI RISK GOVERNANCE
Governance frameworks aligned to NIST AI RMF, ISO 42001, MAS FEAT, and PDPA implications of LLM deployment in your sector.
04 — CORE PRACTICE
LLM & AI SECURITY
Adversarial AI security assessment — prompt injection, model inversion, supply chain attacks, data leakage. Our team finds what conventional security testing misses, using the same tools attackers use.
05
AI TRANSFORMATION ROADMAP
Phased implementation plans that align AI initiatives with operational reality, resource constraints, and accountability milestones — not board-level aspiration.
06
SECURITY SOFTWARE
Custom-built, security-first AI tooling. We design and develop secured AI applications — not just advise on them. Integration of security controls from architecture to deployment.
07 — SPECIALTY TRAINING
AI SECURITY TRAINING  — BRING YOUR OWN PROBLEM
We don't run slide decks. Our team runs live red-team scenarios built around your actual environment. Participants arrive with real systems, real architectures, real threats. They leave knowing exactly where their AI deployments break — and how an attacker would exploit them. Delivered by the specialists who built HADES. The same adversarial methodology, applied as hands-on training. Red-team workshops, LLM attack & defence intensives, AI governance under fire. In-person or remote. Available globally.

// ADVERSARIAL AI RESEARCH & TOOLING

WE BUILT
THE ATTACKER.

→
You tested functionality. Nobody tested adversarially. Your AI system has been validated for what it's supposed to do. HADES tests what it can be made to do — by someone who wants to exploit it.
→
Know your actual risk posture — not your assumed one. Most organisations discover AI vulnerabilities when something goes wrong. HADES finds them in a controlled environment, before the damage is real.
→
Regulatory and audit defensibility. When a regulator, insurer, or board asks "did you test this adversarially?" — a HADES assessment report is a documented, reproducible answer. Not a policy. Proof.
→
Vendor-independent verification. The firm that sold you the AI platform is not the right team to test its security. Our team has no dependency on your vendor stack — we assess it as an attacker would.

HADES — Hostile AI Detection & Exploitation System is our autonomous adversarial assessment framework — built on the idea of a GAN, a Generative Adversarial Network Attacker. Commercial-grade offensive tooling built specifically for AI systems — Agents, Bots and Models. Not a whitepaper. Not a checklist. When you want to find out if your latest deployment is secure, HADES is what runs against it.

Claude has Mythos — we have H.A.D.E.S.

HADES // HOSTILE AI DETECTION & EXPLOITATION SYSTEM
$ hades --target prod-llm-endpoint --mode aggressive
[INIT] Loading attack archetype library...
[INIT] Connecting to target endpoint...
[SCAN] Prompt injection surface............DETECTED
[TEST] System prompt boundary violation...
[VULN] Instruction override..................SUCCESSFUL
[TEST] Agentic tool misuse probe...
[VULN] Tool exfiltration vector..............EXPOSED
[TEST] Training data extraction attempt...
[INFO] Model inversion: partial confidence
[DONE] 3 critical  /  5 high  /  2 medium
→ Report: /output/hades_assessment_2026-05-23.pdf

THE CREDENTIALS

VERIFIABLE — NOT CLAIMED
30+
Years Operational Security AI security specialisation since 2018 — before it was a recognised market category.
ISO
27001 Strategist Active internal and readiness audits across healthcare AI SaaS, fintech, and enterprise software.
GLOBAL
Worldwide Specialist Team Operating across regulated markets globally — MAS-governed Singapore, NIS2-driven European enterprise, and beyond.
Independent vendor
Independent Vendor we are an Independent vendor with limited partnerships. No exclusivity — for the benefit of clients.

// THE QUANTROPIC MODEL

NOT A FIRM.
A SPECIALTY
TEAM.

A curated group of senior specialists — assembled around your specific challenge, not around our headcount targets.

01
SENIOR PRACTITIONERS ONLY
Every engagement is led and delivered by experienced specialists. No juniors doing the work while a partner takes the call. The team member who scopes your assessment is the team member who runs it.
02
ASSEMBLED PER ENGAGEMENT
We bring in the right specialist for your sector, your regulatory environment, your threat model. A pharmaceutical AI deployment in Singapore needs different depth than an OT environment in Germany. We staff accordingly.
03
GLOBAL REACH · BOUTIQUE DISCIPLINE
Our team operates globally — without the overhead or the hand-off culture of large consultancies. You get the depth of a specialist practice with the reach of a global network.
04
ACCOUNTABILITY THROUGHOUT
We don't disappear after the proposal. Our team stays accountable to the findings we deliver. Scoped engagements, defined deliverables and specific outcomes.

IN THE FIELD

CLIENT OUTCOMES
SPECIALTY CHEMICALS · NIS2 · OT SECURITY

"We had completed an AI transformation programme with a large consultancy. Glossy roadmap, solid governance documentation, board signed off. Then Quantropic ran HADES against the AI-assisted process optimisation layer we'd deployed in three facilities.

The system prompt controlling our reactor parameter recommendations could be overridden in eleven steps. Not hypothetically — they demonstrated it live, in our staging environment, in under four hours. The previous consultancy had never tested anything. They'd reviewed the architecture document."

FINDING #1  ·  LLM instruction override on process control advisory layer
FINDING #2  ·  NIS2 Art. 21 gap — AI systems excluded from incident scope
FINDING #3  ·  No adversarial testing in vendor acceptance criteria
CISO · Chemical Industry
FRANKFURT · GERMANY
AUTOMOTIVE TIER-1 · ISO 21434 · AI IN PRODUCTION

"Our AI readiness programme had stalled. Three vendors, three assessments, three different scores, zero consensus on what to fix first. Leadership had stopped trusting the process entirely.

Quantropic came in, ignored our existing reports, and started from the attack surface outward. The AI governance gaps they identified were not theoretical — they mapped directly to two open insurance claims we hadn't connected to AI system behaviour. That connection alone justified the entire engagement cost inside the first week."

FINDING #1  ·  AI quality inspection model manipulable via training data poisoning
FINDING #2  ·  ISO 21434 cyber risk scope excluded AI inference components
FINDING #3  ·  Supplier AI outputs accepted without integrity verification
VP Digital Security · Automotive Industry
STUTTGART · GERMANY
PHARMACEUTICALS · GxP · AI IN MANUFACTURING

"We were six weeks from an FDA inspection covering our AI-assisted batch release system. Our internal team was confident. Quantropic was not.

They found that our LLM-generated deviation reports could be manipulated to suppress anomaly flags — not by an external attacker, but by a misconfigured upstream data pipeline feeding adversarial patterns into the context window. It was an architecture problem nobody had looked for because nobody had looked from that angle before. We rescheduled the inspection. Correct decision."

FINDING #1  ·  Indirect prompt injection via upstream LIMS data feed
FINDING #2  ·  AI-generated GxP records not auditable under 21 CFR Part 11
FINDING #3  ·  No human-in-the-loop checkpoint on LLM deviation classification
Head of IT Risk & Compliance · Pharma Industry
SINGAPORE · BASEL

// THE PRACTITIONER

ROLF
SCHULZ

Founder & Principal, Quantropic Singapore ·
Founder & Senior Adviser Security, GNSEC Pte Ltd ·
Singapore · Germany

Quantropic is not a firm that appeared when AI became a market category. It was built by a practitioner who has spent 30 years in operational security — understanding what breaks, what gets attacked, and what survives.

AI security specialisation since 2018 means this practice was built before most advisory firms had an AI page on their website. ISO 27001 auditor certification means the governance frameworks we produce can withstand actual audit scrutiny, not just board presentations.

An international author and speaker on AI security, OT/ICS risk, and enterprise AI governance — publishing and presenting for audiences across Singapore, Germany, and global enterprise media.

ISO 27001 STRATEGIST OWASP LLM TOP 10 NIST AI RMF NIS2 / BSIG MAS FEAT IEC 62443 OT / ICS SECURITY LLM RED-TEAMING
"The firms that will struggle most with AI security are the ones who think it's just an extension of what they already do. It isn't. It requires a fundamentally different mental model — one built from understanding how these systems fail, not how they're sold."
LINKEDIN — ROLF SCHULZ LINKEDIN — QUANTROPIC

// GET IN TOUCH

FIND THE GAPS
BEFORE THEY DO.

A scoped, deliverable-defined assessment. Specific findings. No open-ended retainer. You'll know where your AI programme stands within three weeks.

EMAIL info@quantropic.ai
OFFICES Global · Singapore · Germany
RESPONSE Within 24 hours on business days
// REQUEST ASSESSMENT OR ENQUIRY
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