> ## Documentation Index
> Fetch the complete documentation index at: https://docs.toktra.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

> Toktra gives IT and security teams real-time visibility into every AI tool in use across their fleet.

Toktra captures token consumption metadata from every AI tool in your organization — ChatGPT, Claude, Copilot, and more — without ever reading prompt content. You get a real-time picture of who is using what, at what cost, and on which devices, across your entire fleet.

## Key capabilities

<CardGroup cols={2}>
  <Card title="Fleet-wide visibility" icon="monitor">
    See LLM usage across all managed devices from a single dashboard. Enrolled devices, active users, and 30-day token totals update in real time.
  </Card>

  <Card title="Shadow AI detection" icon="eye">
    Toktra reconciles agent telemetry against provider APIs (OpenAI, Anthropic, Azure, Vertex) to surface AI usage on unmanaged devices you didn't know about.
  </Card>

  <Card title="Usage policies" icon="shield">
    Define rules that trigger alerts, create incidents, or block requests when usage patterns exceed thresholds. The policy engine evaluates every event as it arrives.
  </Card>

  <Card title="Department budgets" icon="wallet">
    Set monthly token budgets at the org or department level. Soft caps send alerts; hard caps stop requests at the source before they exceed your limit.
  </Card>

  <Card title="Emergency lockout" icon="lock">
    Revoke a terminated employee's access to all LLM providers and enrolled devices with a single action. The lockout is logged and auditable.
  </Card>

  <Card title="Privacy-first design" icon="user-shield">
    Toktra captures hostnames, byte counts, and token estimates — never prompt content. Employees can pause monitoring during Privacy Hours.
  </Card>
</CardGroup>

## Who Toktra is for

Toktra is designed for IT administrators and security teams at organizations where AI tools are in active use and centralized oversight matters. If you need to answer questions like:

* "Which teams are spending the most on LLM APIs?"
* "Is anyone using an AI tool we haven't approved?"
* "Did this terminated employee's access get fully revoked?"

— Toktra is designed for you.

## Supported platforms

Toktra monitors LLM traffic across all major platforms in your fleet.

| Platform             | Agent                        | Coverage                                      |
| -------------------- | ---------------------------- | --------------------------------------------- |
| macOS 13+            | Native agent (Swift + Rust)  | System-wide TLS traffic via Network Extension |
| Windows 10+          | WFP driver + Windows Service | Kernel-level outbound network observation     |
| Linux (kernel 5.10+) | eBPF daemon                  | Socket-level tracing via CO-RE eBPF programs  |
| Chrome               | Browser extension (MV3)      | Browser-based LLM requests                    |
| Edge                 | Browser extension (MV3)      | Browser-based LLM requests                    |
| Safari               | Safari Web Extension         | Browser-based LLM requests                    |
| Firefox              | WebExtension                 | Browser-based LLM requests                    |

<Note>
  All platform agents share a common Rust core library for event buffering, token estimation, protobuf serialization, and mutual TLS authentication. Telemetry from every platform flows into the same dashboard.
</Note>

## Next steps

<CardGroup cols={2}>
  <Card title="Quickstart" icon="rocket" href="/quickstart">
    See your first usage event in under 10 minutes.
  </Card>

  <Card title="Deploy agents" icon="server" href="/agent-deployment">
    Roll out agents across your fleet using MDM, Intune, or your package manager.
  </Card>

  <Card title="How it works" icon="workflow" href="/concepts/how-it-works">
    Understand the data flow from device to dashboard.
  </Card>

  <Card title="Privacy model" icon="lock" href="/concepts/privacy-model">
    Learn what Toktra captures and what it never touches.
  </Card>
</CardGroup>