Device Monitoring
See Every AI Interaction -- Before It Becomes a Problem
Tokra deploys a lightweight agent on company macOS and Windows devices that monitors LLM interactions across every channel -- web chat, desktop apps, API calls, and browser extensions -- without impacting device performance. It's the only product that lives where AI work actually happens: on the device.
Capabilities
Everything Device Agent does for you
macOS Device Agent
Built in Swift and Rust; monitors LLM-related network traffic and browser activity. Captures metadata only -- never reads conversation content. Runs as a system extension with minimal CPU and memory footprint (<2% CPU, <50 MB).
Windows Device Agent
Rust core (shared with macOS) with a C++ platform layer using Windows Filtering Platform (WFP). Runs as a Windows Service. Deployed via MSI installer through Microsoft Intune. EV code-signed for SmartScreen trust.
MDM Deployment
Silent, zero-touch installation via Kandji, Jamf, and Microsoft Intune. Includes signed .pkg installer, MDM configuration profile, and force-installed browser extension policy.
Universal LLM Detection
Automatically identifies and tracks usage across ChatGPT, Claude, Gemini, GitHub Copilot, Cursor, Perplexity, and 30+ LLM providers without manual configuration.
Shadow AI Detection
Identifies unsanctioned AI tools being used on company devices, including browser extensions, local LLM instances, and unauthorized API calls.
Built for these scenarios
Who this is for
See Device Agent in action
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