Shadow AI discovery
80%
of workers use unapproved AI tools in their jobs.
UpGuard, 2024
AI agents, MCP servers, and model endpoints are spreading across your infrastructure faster than any team can track. Every unsanctioned tool is a blind spot — invisible to security, untracked by compliance, unowned by anyone.
Most tools use one method and miss what the other would catch. Octic uses both.
eBPF kernel probes, packet-level analysis, and DNS correlation detect AI resources at the network level. Finds agents and endpoints that exist in your environment but never made it into any registry or API inventory.
Connects to cloud providers, code repositories, container registries, and identity systems to enumerate known resources. Correlates API findings with network data for a complete inventory.
Together, they eliminate blind spots.
Every AI resource in your stack, whether someone registered it or not.
Autonomous agents calling LLMs without approval
Model Context Protocol servers exposing tools and data
Unregistered endpoints serving or consuming model output
Intermediary services routing requests to LLM providers
Gateway services aggregating access to multiple models
AI workloads running outside sanctioned infrastructure
Shadow AI breaches cost $4.63M on average — $670K more than standard breaches.
Discovery is the first step. These capabilities work together to map, track, and govern your AI stack.
eBPF kernel probes and packet analysis surface AI resources that API scanners miss. No agents, no config.
Learn moreInteractive map of every agent, model, and API in your infrastructure. See ownership and trust status at a glance.
Learn moreContinuous dual-layer discovery across production, staging, and dev environments. The complete discovery platform.
Learn moreGet a live map of every AI agent, MCP server, and API endpoint in your environment — in under 30 minutes.
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