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AI Discovery: See Every AI System in Your Estate

Get complete visibility into all AI assets, components, and connections - across cloud and on-premises - so you can control the risks of AI systems you actually run.

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Pain Points

You Can't Control What You Can't See

Incomplete inventory and system context is the root cause of many AI risk failures.

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AI Estates Are Scattered, Undocumented & Expanding

Business units deploy models on local servers, connect AI services to sensitive data, and spin up endpoints that never touch IT. Manual inventories are incomplete the moment they're written.

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Risk Evaluation Breaks Without System Context

Even known AI systems are hard to assess accurately. Without a clear map of models, endpoints, data sources, and configurations, evaluations miss critical components - and risks slip through.

Product Features

From Hidden Assets to Complete Visibility

Learn how LatticeFlow AI gives you a complete picture of your AI estate.

Deploy Once, Discover Continuously

Scan your entire AI estate without installing agents or modifying infrastructure. Our agentless scan engine surfaces AI systems across cloud and on-premises environments automatically.

  • Agentless Scan Engine: Deploy once and discover continuously, without any changes to your existing infrastructure.
  • Continuous Discovery: Stay current as your AI estate evolves, with new systems surfacing automatically as they are deployed.
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Visibility Beyond the Cloud

Cloud-only discovery tools see what your cloud provider already knows about. LatticeFlow AI Discover deploys into on-prem and private infrastructure to surface the AI systems running where your most sensitive data lives.

  • On-Prem and Cloud: Get a unified view of AI systems across your entire hybrid estate, not just the portion your cloud provider can see.
  • Single Inventory: All discovered assets, across cloud and on-prem, are consolidated into one place for complete oversight.
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System Graphs unlock targeted Risk Control

Explore the full map of your enterprise infrastructure in real time. Use it as the foundation for accurate, targeted evaluations and risk controls.

  • Component-Level Detail: See every model, endpoint, data source, and configuration - and how they connect to each other.
  • Discover Cricitcal Context: System graphs give Eval and Secure the context needed for accurate, targeted risk assessments.
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Product Video

See AI Discovery in Action

A short walkthrough of how AI Discovery scans, maps, and surfaces your entire AI estate.

How It Works

AI Discovery Amplifies the LatticeFlow AI Platform

Discovery maps your AI estate so the rest of the platform can act on it.

  1. 1Scan your hybrid estate with Discover
  2. 2Surface AI systems and their components
  3. 3Use system graphs to scope evaluations in Eval and Secure
  4. 4Feed complete inventory into Govern for continuous oversight
LatticeFlow AI platform infographic

Frequently Asked Questions

AI Discovery is an agentless scan engine that maps AI assets - models, endpoints, data sources, and configurations - across cloud and on-premises environments.
It scans both cloud and on-prem environments, including sensitive infrastructure behind firewalls. A limited set of cloud AI platforms are supported out-of-the-box, with more added continuously.
Most tools are cloud-only or rely on network traffic analysis to detect AI SaaS usage. AI Discovery deploys directly into on-prem infrastructure, giving full visibility into the AI systems your own estate runs - not just the ones your cloud provider sees.
Unknown AI systems surface as a byproduct of estate scanning. AI Discovery is not positioned as a dedicated shadow AI tool, but it brings ungoverned systems into view.
Discovery provides the inventory and system graphs that Eval, Secure, and Govern build on. Knowing how an AI system is built enables thorough evaluations and accurate risk decisions.
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Map Your AI Estate to Control Its Risk

AI Discovery gives security, infrastructure, and AI teams a complete view of every AI system running across cloud and on-prem - the foundation for accurate evaluation, governance, and continuous risk control.

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