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AI Workload Security

Your AI workloads are cloud-native.
Your security should be too.

Elastyx discovers, monitors, and secures every AI and ML workload across your multi-cloud environment — from training pipelines to production endpoints, from datasets to deployed models.

Securing AI workloads across

AWS

SageMaker · Bedrock · Lambda

Azure

Azure ML · OpenAI Service · Cognitive

GCP

Vertex AI · Gemini · Cloud Functions

Multi-Cloud

HuggingFace · Databricks · Snowflake

Capabilities

End-to-end visibility and control over every AI asset in your cloud.

Click any capability to see what Elastyx checks under the hood.

PIPELINE SECURITY

AI Training Pipeline Protection

Secure the full ML training lifecycle across AWS SageMaker, Azure ML, GCP Vertex AI, and self-hosted environments. Monitor data ingestion, model training jobs, and artifact storage for misconfigurations, excessive permissions, and data exposure risks.

What Elastyx checks

  • S3/Blob/GCS bucket permission auditing for training datasets
  • SageMaker/Vertex AI/Azure ML role & network policy scanning
  • Training job isolation & VPC configuration checks
  • Model artifact encryption & access control validation
ENDPOINT PROTECTION

Model Endpoint & API Security

Continuously monitor deployed model endpoints for authentication gaps, rate limiting issues, and inference API vulnerabilities. Detect shadow AI endpoints and unauthorized model serving across your cloud estate.

What Elastyx checks

  • API Gateway & authentication policy assessment
  • Shadow AI endpoint discovery across cloud accounts
  • Rate limiting, throttling & abuse prevention checks
  • Model serving container & runtime vulnerability scanning
ASSET DISCOVERY

AI Asset Inventory & CBOM

Maintain a real-time Cryptographic Bill of Materials (CBOM) and AI asset inventory. Know exactly what models, datasets, notebooks, and AI services exist across your multi-cloud environment — and who has access to them.

What Elastyx checks

  • Auto-discovery of ML models, notebooks, datasets & endpoints
  • Cross-cloud AI service inventory (SageMaker, Vertex, Azure ML, Bedrock, OpenAI)
  • Cryptographic algorithm mapping for model encryption
  • Ownership, lineage & access relationship mapping
DATA PROTECTION

LLM Data Leakage Prevention

Prevent sensitive data from leaking through LLM prompts, fine-tuning datasets, and RAG pipelines. Monitor for PII exposure, credential leakage, and intellectual property exfiltration across GenAI workloads.

What Elastyx checks

  • Prompt & response monitoring for PII/credential exposure
  • RAG pipeline data flow analysis & access controls
  • Fine-tuning dataset classification & DLP policy enforcement
  • Embedding store permission & encryption auditing
SUPPLY CHAIN

ML Model Supply Chain Security

Assess risks from third-party models, pre-trained weights, and open-source ML libraries. Detect tampered models, backdoored weights, and vulnerable dependencies before they reach production.

What Elastyx checks

  • HuggingFace / Model Hub provenance & integrity verification
  • ML dependency scanning (PyTorch, TensorFlow, ONNX)
  • Model serialization format risk assessment (pickle, safetensors)
  • Container image scanning for ML serving runtimes
COMPLIANCE

AI Compliance Posture

Map your AI workloads to regulatory requirements across EU AI Act, NIST AI RMF, ISO 42001, UAE IA, DESC AI, SDAIA, and sector-specific mandates. Continuous compliance monitoring with evidence collection and audit trails.

What Elastyx checks

  • EU AI Act risk tier classification & control mapping
  • NIST AI RMF governance & risk management alignment
  • UAE IA, DESC AI Policy & SDAIA compliance checks
  • Automated evidence collection for AI audit readiness

AI compliance mapped to your regulatory reality

Continuous posture monitoring against global and GCC AI governance frameworks.

EU AI ActEuropeNIST AI RMFUSAISO 42001GlobalUAE IA v2.1UAEDESC AI PolicyDubaiSDAIASaudi ArabiaOWASP LLM Top 10GlobalMITRE ATLASGlobalSingapore AI VerifyAPACISO 27001 Annex AGlobal

From shadow AI to full visibility in minutes

01

Connect

Link your AWS, Azure, and GCP accounts. Elastyx auto-discovers every AI service, model, dataset, and endpoint.

02

Assess

Continuous scanning against 200+ AI-specific security checks. Misconfigurations, permission gaps, compliance violations — surfaced instantly.

03

Protect

Prioritized findings with remediation playbooks. Auto-fix where possible. Evidence collection for auditors. Continuous posture scoring.

How secure are your AI workloads?

Get a free AI workload security assessment. We'll scan your cloud environment and show you exactly where your AI attack surface is — before someone else finds it.