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Measure AI Adoption, Proficiency, and Impact


Quantify how AI is transforming work—tracking adoption, proficiency, and impact with governance built in.

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Discover how your teams use AI

Scout categorizes what people are doing with AI such as research, content creation, automating workflows, and more. This categorization shows where your AI initiatives are delivering results.

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Discover every AI application in use

Find all AI tools, approved or not, and set or enforce data and usage policies for each. Scout can discern between personal and enterprise licenses and guide users to the approved applications. 

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Focus on the most and least impactful AI usage

Map the intersection between usage and productivity (as reported by users) to identify which teams are leaning into AI successfully and which teams are struggling to target enablement and manage licensing investments.

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Compare time savings by team

Assess how AI adoption impacts team efficiency by combining passive usage detection with user surveys. Assess if teams are maximizing the value they can realize from the AI solutions available to them and provide enablement support where most effective.

Time saved per week

Control Personal vs. Enterprise AI Access

Automatically detect when users access personal AI accounts instead of approved enterprise licenses. Allow, warn, or block access in real time at the browser or desktop, enforcing data protection, governance, and policy across every AI interaction.

Enterprise AI Governance Dashboard - Refactored for Website

Enterprise Ready. Start in Minutes.

Lightweight Deployment

Scout works like endpoint security software - lightweight agents that see what's happening without disrupting your workflow or requiring vendor integrations.

Near Real-Time Visibility

Usage data refreshes every 15 minutes. Spot spending anomalies, policy violations, and adoption patterns as they happen—not weeks later.

 

Enterprise-Grade Security

SOC2 Type II certified with zero-knowledge architecture. We see usage patterns, never conversation content. SSO, RBAC, and data residency included.

AI Solutions for Every Leader

CFO

Use data-driven recommendations to reduce unnecessary licensing and reinvest intelligently.

CIO

Enforce AI governance monitoring, security policies, and token optimization.

CISO

Real-time risk detection, compliance monitoring, and data governance.

CAIO

Accelerate AI adoption and scale AI expertise across the enterprise.

CHRO

Optimize productivity by enabling and measuring human+AI collaboration.

Business Leader

Scale successful AI initiatives with strategic orchestration and performance measurement.

AI Solutions for Every Leader

CFO Use data-driven recommendations to reduce unnecessary licensing and reinvest intelligently CIO Enforce AI governance monitoring, security policies, and token optimization. CISO Real-time risk detection, compliance monitoring, and data governance.

AI Solutions for Every Leader

CFO Use data-driven recommendations to reduce unnecessary licensing and reinvest intelligently Larridin for CFOs → CIO Enforce AI governance monitoring, security policies, and token optimization. Larridin for CIOs → CISO Real-time risk detection, compliance monitoring, and data governance. Larridin for CISOs →
CAIO Accelerate AI adoption and scale AI expertise across the enterprise Larridin for CAIOs → CHRO Optimize productivity by enabling and measuring human+AI collaboration Larridin for CHROs → Business Leader Scale successful AI initiatives with strategic orchestration and performance measurement. Larridin for Business Leaders →

Few CIOs Know if Their AI Investment is Paying Off

Most CIOs lack transparency into AI Impact. Larridin reveals the true business value of every AI initiative.

71%

Report AI usage doesn’t match investment.

84%

Discover more AI tools than expected during audits.

82%

Say governance is a major blind spot.

BLOGS

Insights

Adoption vs Impact: Why Engagement Metrics Don't Tell the Whole Story
AI Measure & Monitor

Adoption vs Impact: Why Engagement Metrics Don't Tell the Whole Story

by Larridin
Measuring AI Maturity: From Pilots to Performance at Scale
Proficiency & Maturity

Measuring AI Maturity: From Pilots to Performance at Scale

by Larridin
From Shadow AI to Strategy: Building an AI Governance Framework
AI Token Management & Prompt Optimization

From Shadow AI to Strategy: Building an AI Governance Framework

by Larridin

FAQ

Scout

How does Scout work?

Scout is a lightweight, centrally managed monitoring solution available as a browser extension and Windows/macOS desktop agent that captures user activity across AI applications and AI-integrated tools — providing complete visibility into how your organization uses AI, without disrupting workflows

What does Scout track?

Larridin Scout is a browser-based measurement system that identifies interactions with hundreds of known AI applications. It captures metadata on which tools are being used, by which teams, and how frequently, giving you a comprehensive map of your company's AI landscape.

How can I measure AI Proficiency?

Larridin Scout measures it through three integrated signals: prompt quality; real-time value feedback; and utilization patterns.

How can I track governance and risk vectors in AI usage?

Scout gives you complete visibility into every AI tool being used across your organization, who's using them, and usage patterns—the foundation for managing governance and risk.

What are the right guardrails to report AI usage confidently to the board?

You need three things—complete visibility into what AI tools exist, data on how effectively they're being used, and evidence that governance policies are actually being followed.

How do I know which AI tools and models we should double down on?

Scout combines utilization data, proficiency signals, and real-time value feedback to show you which tools are actually driving business impact—not just which ones people are using.

Does Scout monitor private employee activity or read their data?

Absolutely not. Scout is designed with privacy as a core principle. It does not read or record keystrokes, emails, private messages, or information in documents. It only identifies the usage of known, public-facing AI websites to help you understand tool adoption and identify potential "Shadow AI" risks.

How can I find out what AI LLMs and applications are being used in my enterprise?

Deploy Scout across the enterprise and you will quickly have a categorized inventory of every AI LLM and application detected. Drill down to set policies or explore usage by team or location.

What kind of insights can we get from Scout?

Scout provides actionable intelligence to help you: - Discover all AI tools in use, including unapproved "Shadow AI." - Understand which departments and teams are the biggest adopters. - Optimize software spend by identifying redundant AI tool subscriptions. - Make data-informed decisions about your AI strategy and training needs.

How can I measure AI Impact?

You measure AI Impact by connecting three data points—utilization, proficiency, and value—to identify where AI investments are actually driving business impact.

How does AI maturity correlate with delivery speed and output quality?

Scout's data shows that AI maturity—measured by proficiency and effective tool usage—directly correlates with both speed and quality, but only when all three elements align: the right tools, skilled users, and high-value use cases.

How do I detect and manage the AI applications my employees buy personally and use at work (BYOAI)?

Scout discovers every AI tool being used across your organization in real-time—including personally purchased tools—and gives you the visibility to manage BYOAI risk before it becomes a compliance issue.

Implementation & Technical

How long does it take to get started with Larridin?

Larridin Scout is deployed in hours, not months. The browser extension supports all Chromium-based browsers (Chrome, Edge, Arc, Brave) and can be silently pushed to employees through all major MDM platforms like Intune, Jamf, and Google Workspace — zero-touch for end users. Our Windows and macOS desktop agents follow the same centrally managed deployment model, extending coverage beyond the browser. Together, they provide immediate visibility into your organization's AI landscape.

How do employees get started with Larridin?

Getting started with Larridin is seamless for employees. Scout's browser extension and desktop agent are deployed via your existing MDM platform — employees don't need to install or configure anything. Larridin integrates with all major identity providers (Okta, Entra ID, Google Workspace) for enterprise SSO and automated user provisioning, so employees are authenticated and ready to go from day one

What integration is required for Larridin?

Larridin works out of the box with no integrations required. Scout automatically monitors over 1,000 AI tools and growing — covering browser-based AI applications, Chromium-based AI-integrated tools, and desktop AI environments like Cursor, Windsurf, and Claude Code. For proprietary platforms and custom AI agent systems, Larridin provides a lightweight SDK to extend tracking and measurement capabilities across your entire AI stack

Does Larridin require a lot of IT resources to manage?

No, Larridin is designed to reduce the burden on IT and security teams. By centralizing AI management, governance, and visibility, Larridin eliminates the need to track and secure dozens of disparate tools individually. It simplifies your AI stack, giving your team more control with less effort.

How does a company deploy Larridin?

Larridin Scout deploys in hours, not months. The Chromium-based browser extension (Chrome, Edge, Arc, Brave) and Windows/macOS desktop agents can be silently distributed through major MDM platforms like Intune, Jamf, and Google Workspace — requiring zero end-user action. You get immediate visibility into AI usage across your organization