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AI Workload Identity

Training jobs, inference services and data pipelines all need identities. We make them short-lived, least-privilege and traceable.

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Overview

What is AI Workload Identity?

AI workload identity applies workload identity federation, managed identities and service principals to machine-learning platforms, notebooks, feature stores, model registries and inference services — replacing static keys and limiting access to the data each workload needs.

Why it matters

When organizations need it

These are common signs that an organization would benefit from AI Workload Identity.

Signs you need it

  • ML pipelines using shared or personal credentials
  • Broad access from notebooks to data lakes
  • Model services with long-lived keys
  • No inventory of AI service principals

Capabilities

Key capabilities

  • AI workload inventory

    Identities used across ML and AI platforms.

  • Keyless access

    Federated, short-lived credentials.

  • Data-access scoping

    Least privilege to training and inference data.

  • Lifecycle & review

    Ownership and periodic review.

Scope

What you receive

  • AI workload identity assessment
  • Platform patterns
  • Permission right-sizing
  • Review process

Our approach

How CoreIAM helps

This service combines our workload identity and IAM for AI expertise.

Engagement

Engagement approach

  1. Inventory

    Map AI use cases, data flows and owners.

  2. Assess

    Evaluate risks and existing controls.

  3. Secure

    Implement governance, technical and identity controls.

  4. Monitor

    Track usage, access and emerging threats.

Related

Related services

Explore Services

  • AI Security

    Secure AI adoption — from AI governance and LLM application security to identity for AI agents.

  • AI Security Governance

    Clear ownership, decision rights and guardrails for secure AI adoption.

  • AI Risk Assessment

    Understand the security and data risks of each AI use case before it goes live.

  • AI Security Policies & Controls

    Practical AI policies and technical controls people can follow.

Discuss AI Workload Identity with our specialists

Tell us about your environment and objectives, and we will recommend the right scope and approach.

Talk to a Security Expert Contact CoreIAM

sales@coreiam.com +91 9384404008