[AI & Data]
AI and data companies face a threat landscape that traditional security tooling was not designed for, prompt injection, model extraction, pipeline poisoning, and emerging EU AI Act obligations. TechSonar embeds senior security engineers who understand AI systems, not just perimeter security.
EU AI Act
High-risk AI system obligations mapped and evidenced
OWASP LLM
Top 10 vulnerabilities assessed and remediated
GDPR
AI data processing obligations met with engineering controls
SOC 2
Type II certification for AI-powered products and platforms
The challenge
[01]
LLM prompt injection, model extraction, training data poisoning, and RAG pipeline attacks are emerging threats that traditional security tooling was not built to detect or prevent.
[02]
AI and data platforms process vast quantities of personal and sensitive data. GDPR, the EU AI Act, and emerging AI governance frameworks impose obligations that require engineering, not just policy.
[03]
Model registries, pre-trained weights, third-party datasets, and open-source ML libraries introduce supply chain risk that is poorly understood and rarely assessed.
[04]
Agentic AI systems that take real-world actions introduce novel attack surfaces. Tool-use, memory persistence, and multi-agent orchestration create security boundaries that do not exist in traditional software.
How we help
LLM prompt injection, RAG pipeline attacks, model extraction, and agentic AI exploitation. OWASP LLM Top 10 and MITRE ATLAS aligned.
Architecture-level threat modelling for AI pipelines, model serving infrastructure, and agentic systems, before vulnerabilities reach production.
SAST, DAST, and SCA embedded into MLOps pipelines. Vulnerability management across data ingestion, processing, and serving layers.
EU AI Act readiness, GDPR data processing obligations, and SOC 2 for AI-powered products. Continuous compliance, not point-in-time assessments.
Infrastructure-as-code security for cloud-native ML infrastructure, GPU workloads, and data pipelines deployed at scale.
Auditor-aligned prioritisation for AI and data companies. Cut through the noise of emerging AI governance obligations and focus on what closes real risk.
[Get started]
Whether you are preparing for EU AI Act compliance, need AI penetration testing, or want to build security into your ML pipelines, TechSonar can get you there. Senior engineers who understand AI, embedded, doing the work.