> ## 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.

# Toktra Documentation

> Enterprise LLM usage monitoring — visibility, governance, and control over AI tools across your organization.

Toktra gives IT and security teams real-time visibility into every AI tool used across their fleet. Deploy lightweight agents to macOS, Windows, and Linux endpoints or install browser extensions — Toktra captures token consumption metadata from ChatGPT, Claude, Copilot, and more without ever reading prompt content.

<CardGroup cols={2}>
  <Card title="Quick Start" icon="rocket" href="/quickstart">
    Connect your first device and see usage data in minutes.
  </Card>

  <Card title="Deploy Agents" icon="computer" href="/agent-deployment">
    Roll out agents to your macOS, Windows, and Linux fleet.
  </Card>

  <Card title="API Reference" icon="code" href="/api/overview">
    Programmatic access to usage data, policies, budgets, and alerts.
  </Card>

  <Card title="Integrations" icon="plug" href="/integrations/siem">
    Connect Toktra to Splunk, ServiceNow, Slack, and more.
  </Card>
</CardGroup>

## What you can do with Toktra

<CardGroup cols={3}>
  <Card title="Monitor Usage" icon="chart-bar" href="/guides/usage-monitoring">
    See token consumption by user, model, department, and time period.
  </Card>

  <Card title="Enforce Budgets" icon="wallet" href="/guides/budget-enforcement">
    Set hard caps at the org or department level with real-time enforcement.
  </Card>

  <Card title="Offboard Employees" icon="user-slash" href="/guides/employee-offboarding">
    Instantly revoke access to all LLM providers with a single click.
  </Card>

  <Card title="Detect Shadow AI" icon="eye" href="/concepts/how-it-works">
    Surface unmanaged device usage by cross-referencing provider APIs.
  </Card>

  <Card title="Token Perks" icon="gift" href="/guides/token-perks">
    Give employees personal AI budgets, privacy-isolated from corporate data.
  </Card>

  <Card title="Stay Compliant" icon="shield-check" href="/compliance/gdpr-ccpa">
    Automate GDPR/CCPA requests, legal holds, and SOC 2 evidence collection.
  </Card>
</CardGroup>

## How it works

<Steps>
  <Step title="Deploy the agent">
    Install the Toktra agent on managed endpoints via MDM (macOS), Intune/SCCM (Windows), or your package manager (Linux). The agent captures LLM traffic metadata using network-level inspection — without decrypting or reading any content.
  </Step>

  <Step title="Usage appears in your dashboard">
    Within seconds of the first LLM request, you'll see token counts, model names, and user attribution in the Toktra dashboard. No configuration required.
  </Step>

  <Step title="Set policies and budgets">
    Create usage policies that alert or enforce limits. Define department budgets with automatic rollover and exemption workflows.
  </Step>

  <Step title="Connect your tools">
    Forward alerts to Splunk, Datadog, or Elastic. Create tickets in ServiceNow or Jira. Manage everything via the Public API or Terraform provider.
  </Step>
</Steps>

<Note>
  Toktra **never inspects prompt content**. Agents observe connection metadata (hostnames, byte counts) to attribute usage — your employees' conversations remain private.
</Note>