AI Discovery

Start your AI governance with visibility into AI projects, models, datasets, and notebooks to ensure governance and compliance

Visibility to Keep Up with AI Projects

As AI adoption accelerates, organizations need comprehensive visibility into their AI projects to manage risks effectively. AI Discovery empowers businesses by providing insights into AI models, datasets, notebooks, and applications, ensuring that every component aligns with security and compliance standards.

Without visibility, AI initiatives can introduce significant risks, yet simply blocking these projects could hinder competitive advantage. But with AppSOC AI Discovery, companies gain the necessary tools to support AI innovation confidently, integrating governance, security, and oversight to prevent costly incidents and maintain trust in their AI deployments.

“AppSOC allows organizations to pursue AI initiatives confidently, with visibility, guardrails, and the governance needed to mitigate risks.”

- Cyber Defense Magazine - 2024, by Dan K. Anderson, CISO

AI Visibility Challenges

As AI initiatives proliferate, companies struggle to maintain a complete inventory of the tools, models, datasets, and other assets involved in these projects.Without a centralized system, AI development can happen in silos, making it difficult to assess the risks associated with each component, whether it's the security of a new model or the licensing terms of a dataset. This lack of governance creates vulnerabilities that could lead to security incidents, data privacy issues, or even non-compliance with regulatory standards. With out comprehensive visibility and control mechanisms, organizations are exposed torisks that can hinder AI adoption and innovation.

VISIBILITY

Discover AI Resources on MLOps Platforms

AppSOC provides deep integration with leading AI platforms from Databricks, Azure, AWS, OpenAI,GitHub, and others, and automatically identifies and catalogues resources such as models, notebooks, datasets, clusters, and more to ensure thorough oversight.

Integrates with leading AI development platforms
Provides visibility into MLOps pipelines
Discovers models, dataset, notebooks, and more

TRACKING

Inventory Your AI Assets

AppSOC creates inventories of AI tools, including models, datasets, notebooks, clusters, endpoints, and API connectors. AI assets are tracked and monitored to ensure visibility, acceptability, and compliance.

Maintains a dynamic inventory of all AI resources
Tracks approved assets with risk ratings
Associates AI resources with connected applications

LINEAGE

Manage AI Model Supply Chains

With a comprehensive knowledge base of open-source models from major sources like Hugging Face, AppSOC helps you identify high-risk models, ensure licensing, and track lineage for models and datasets.

Leverages model knowledge base with risk ratings
Tracks model sources, licensing, and lineage
Manages AI bill-of-materials (BOM) across tools

COMPLAINCE

Streamline Approval Workflows

As AI assets are discovered, automated multi-level workflows track and ensure approval. Managers can see at-a-glance details on models, provenance, risk ratings, and applications connected to proposed AI assets.

Automates approval and exception workflows
Provides single view of all AI assets, provenance, and risk
Streamlines compliance and reporting