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Strategic AI Productivity Measurement Framework

A Comprehensive Approach to Measuring Enterprise AI Productivity

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Strategic AI Productivity Measurement Framework

A Comprehensive Approach to Measuring Enterprise AI Productivity

Why CIOs Trust Scout

Scout is the only platform that allows our IT team to see the full landscape of AI usage, enforce governance, and have data-driven AI Impact conversations with the board, driving our investment plan and focusing our efforts to spur adoption where it benefits us most.

Global Head of IT

Fortune 500 Company

Scout gave us complete visibility into our AI landscape beyond shadow AI usage and unauthorized tools, including adoption patterns and licensing trends that transformed our AI investment strategy into data-driven decision-making.

CIO

Fortune 1000 Company

FAQs

Scout

How does Scout work?

Scout is a non-obtrusive, centrally distributed browser plug-in that captures user activity on AI applications and the AI functions of AI integrated applications.

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.

AI Exposure Report

How does the AI Exposure Report get data?

Authenticated users upload a SEIM.CSV file and Larridin will analyze it against the Larridin AI Catalog to create the AI Exposure Report. Larridin enforces Zero Data Storage. Every time you want a report, you will need to upload a new SEIM.CSV file.

Does Larridin save my data for the AI Exposure Report?

Larridin enforces zero data storage for the AI Exposure Report.

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Strategic AI Productivity Measurement Framework

A Comprehensive Approach to Measuring Enterprise AI Productivity