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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.

Quick Start

Connect your first device and see usage data in minutes.

Deploy Agents

Roll out agents to your macOS, Windows, and Linux fleet.

API Reference

Programmatic access to usage data, policies, budgets, and alerts.

Integrations

Connect Toktra to Splunk, ServiceNow, Slack, and more.

What you can do with Toktra

Monitor Usage

See token consumption by user, model, department, and time period.

Enforce Budgets

Set hard caps at the org or department level with real-time enforcement.

Offboard Employees

Instantly revoke access to all LLM providers with a single click.

Detect Shadow AI

Surface unmanaged device usage by cross-referencing provider APIs.

Token Perks

Give employees personal AI budgets, privacy-isolated from corporate data.

Stay Compliant

Automate GDPR/CCPA requests, legal holds, and SOC 2 evidence collection.

How it works

1

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.
2

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.
3

Set policies and budgets

Create usage policies that alert or enforce limits. Define department budgets with automatic rollover and exemption workflows.
4

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.
Toktra never inspects prompt content. Agents observe connection metadata (hostnames, byte counts) to attribute usage — your employees’ conversations remain private.