AI Threat Modeling & Risk Assessment
Identify and prioritize security risks across your AI pipeline — from data poisoning and model inversion attacks to prompt injection and supply chain vulnerabilities — before they become incidents.
AI without security is a liability. At Spundan, we help enterprises build and operate AI systems that are not only powerful — but provably secure, fair, and compliant with the regulations that govern your industry.
From threat modeling and adversarial testing to governance frameworks and regulatory readiness, we embed security and compliance into every layer of your AI stack — so you can innovate with confidence and accountability.
AI Threat Modeling & Risk Assessment
Identify and prioritize security risks across your AI pipeline — from data poisoning and model inversion attacks to prompt injection and supply chain vulnerabilities — before they become incidents.
Adversarial Testing & Red Teaming
Simulate real-world attacks on your AI models — including jailbreaking, prompt injection, and evasion attacks — to uncover vulnerabilities and harden your systems before malicious actors do.
Regulatory Compliance Frameworks
Align your AI systems with GDPR, HIPAA, SOC 2, ISO 42001, and the EU AI Act — with gap assessments, policy documentation, and technical controls that satisfy auditors and regulators.
Data Privacy & PII Protection
Implement data minimization, anonymization, differential privacy, and access controls across your AI training pipelines and inference systems — protecting sensitive user data at every stage.
AI Governance & Policy Design
Design and implement AI governance frameworks — including model cards, risk registers, usage policies, and accountability structures — that bring transparency and control to your AI operations.
Bias Auditing & Fairness Assurance
Continuously audit your AI models for demographic bias, disparate impact, and fairness violations — with remediation strategies that ensure your AI treats all users equitably and ethically.
We specialize in AI attack vectors — prompt injection, model extraction, data poisoning, and adversarial examples — going far beyond traditional cybersecurity to address threats unique to AI systems.
We navigate GDPR, HIPAA, SOC 2, ISO 42001, NIST AI RMF, and the EU AI Act simultaneously — ensuring your AI systems satisfy all applicable frameworks without duplicating effort.
We embed security from the very first line of your AI pipeline — not as an afterthought. This reduces remediation costs dramatically and builds systems that are secure from the ground up.
Deep experience deploying AI in healthcare, finance, legal, and government sectors — where compliance isn't optional and the cost of failure is measured in more than just dollars.
We produce the complete documentation package — model cards, data lineage records, risk assessments, and policy frameworks — that regulators, auditors, and partners expect to see.
We stay ahead of the evolving AI threat landscape — continuously updating our red teaming playbooks and security controls as new attack vectors and regulatory requirements emerge.
AI systems introduce entirely new attack surfaces — prompt injection, adversarial inputs, model inversion, data poisoning, and membership inference attacks — that traditional security tools aren't designed to detect or prevent. AI security requires specialized expertise in both machine learning and threat modeling to address these unique risks.
It depends on your industry and geography. Healthcare AI must comply with HIPAA. Financial AI faces GDPR and sector-specific regulations. The EU AI Act applies to high-risk AI systems in the European market. We conduct a regulatory mapping exercise as part of our engagement to identify exactly which frameworks apply to your specific AI use cases.
Yes. We provide end-to-end audit preparation — gap assessments, remediation implementation, policy documentation, model cards, risk registers, and mock audit walkthroughs — ensuring your AI systems and governance practices are fully ready when regulators or auditors come knocking.
Ready to Secure Your AI and Stay Ahead of Compliance? Let's Talk.
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