{"id":13145,"date":"2026-06-02T13:14:35","date_gmt":"2026-06-02T13:14:35","guid":{"rendered":"https:\/\/www.teramind.co\/blog\/?p=13145"},"modified":"2026-06-02T13:22:22","modified_gmt":"2026-06-02T13:22:22","slug":"ai-usage-control-tools","status":"publish","type":"post","link":"https:\/\/www.teramind.co\/blog\/ai-usage-control-tools\/","title":{"rendered":"9 AI Usage Control Tools for Monitoring AI in the Workplace"},"content":{"rendered":"\n<p>AI adoption in business has moved at a staggering pace. According to a major survey from The Conversation, 58% of global employees are intentionally using AI at work.<\/p>\n\n\n\n<p>That same study revealed an alarming trend:<\/p>\n\n\n\n<p>66% of global employees have used unapproved AI tools, while only 34% say their company has put in place rules to govern AI usage.<\/p>\n\n\n\n<p>This use \u2014 and potential misuse \u2014 of AI systems is the latest and most complex threat facing businesses today. And very few have the right tools for securing AI usage among their workforce.<\/p>\n\n\n\n<p>Legacy DLP tools \u2014 which simply log whether an employee opened an application, web tab, or file \u2014 aren&#8217;t up to the job for mitigating this risk. To protect your organization, your security stack must shift from passive observation to active enforcement.<\/p>\n\n\n\n<p>AI model risk management requires specialized tools that can track and protect how data flows to and from Large Language Models (LLMs).<\/p>\n\n\n\n<p>Which is where this guide comes in. We&#8217;ve put together a comprehensive evaluation of the best tools for securing AI adoption in the workplace. You&#8217;ll learn what the tools are, their key capabilities and unique selling points, and how they compare.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What Are AI Usage Control Tools?<\/h2>\n\n\n\n<p>AI usage control tools are real-time policy enforcement platforms that turn high-level corporate security guardrails into live protective actions across users, tools, data, prompts, and autonomous agents.<\/p>\n\n\n\n<p>While <a href=\"https:\/\/www.teramind.co\/solutions\/ai-agent-governance\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI governance programs<\/a> document policies, approval workflows, and access controls, usage control tools act as an enforcement layer, securing what actually happens when employees interact with LLMs.<\/p>\n\n\n\n<p>These platforms are far more advanced than traditional security controls. They observe the endpoint to inspect, score, and detect any risk arising from human-AI interaction. They can also initiate blocking actions or send notifications to employees, educating them on responsible AI tool usage.<\/p>\n\n\n\n<p>Ultimately, the true objective of an AI usage control tool is to replace blind spots with <a href=\"https:\/\/www.teramind.co\/blog\/ai-policy-enforcement\/\" target=\"_blank\" rel=\"noreferrer noopener\">consistent policy enforcement<\/a>, empowering leaders to govern AI wherever and however it&#8217;s used in their organizations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Do You Need Effective AI Usage Control in 2026?<\/h2>\n\n\n\n<p>As artificial intelligence becomes more deeply embedded in the workplace, managing it has rapidly evolved from an IT curiosity into a core security imperative.<\/p>\n\n\n\n<p>Simply knowing the AI platforms in use at your corporation isn&#8217;t enough \u2014 you must understand exactly how those tools impact your risk posture and daily operations.<\/p>\n\n\n\n<p>Deploying dedicated AI usage control tools is essential for several key reasons:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Stopping Sensitive Data Exfiltration:<\/strong> Employees may paste proprietary code, confidential strategy documents, or sensitive customer information directly into <a href=\"https:\/\/www.teramind.co\/blog\/managing-unauthorized-ai-tool-usage\/\" target=\"_blank\" rel=\"noreferrer noopener\">unauthorized AI tools<\/a>. Existing security tools aren&#8217;t built to detect these Shadow AI workflows.<\/li>\n\n\n\n<li><strong>Enforcing Regulatory Compliance:<\/strong> AI technologies are advancing exponentially faster than compliance control frameworks can be written. Control tools provide the continuous visibility needed to <a href=\"https:\/\/www.teramind.co\/blog\/behavioral-monitoring\/\" target=\"_blank\" rel=\"noreferrer noopener\">govern user behavior<\/a> safely, protecting the organization even when policies are still being developed.<\/li>\n\n\n\n<li><strong>Revealing and Mapping Shadow AI:<\/strong> Unsanctioned AI tools creep into daily routines as employees seek support with their tasks. Without precise, company-wide visibility, security teams are blind as to where and how <a href=\"https:\/\/www.teramind.co\/blog\/how-to-track-employee-ai-usage\/\" target=\"_blank\" rel=\"noreferrer noopener\">employees are using AI<\/a>.<\/li>\n\n\n\n<li><strong>Distinguishing True Productivity From Friction:<\/strong> Simply counting how many times an application is opened doesn&#8217;t prove that it&#8217;s actually improving business outcomes. Effective usage tracking reveals whether AI tools are genuinely supporting workers or if they&#8217;re creating unnecessary noise and fragmented workflows.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">How Did We Select the 9 AI Security Tools?<\/h2>\n\n\n\n<p>To choose the right software for securing AI innovation at your company, you must move past generic feature checklists.<\/p>\n\n\n\n<p>Not every tool on the market measures or secures the same layer of your technical architecture; some watch <a href=\"https:\/\/www.teramind.co\/solutions\/endpoint-monitoring-software\/\" target=\"_blank\" rel=\"noreferrer noopener\">network endpoints<\/a>, some sit inside the browser, and others monitor cloud proxies.<\/p>\n\n\n\n<p>To build a balanced, objective evaluation of the top AI usage control tools, we analyzed the market against the following criteria:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Visibility and Inspection Depth:<\/strong> We assessed whether a tool simply captures basic application logs or if it provides deep, contextual insights, such as scanning AI prompt text, analyzing file uploads, or recording on-screen user behavior<\/li>\n\n\n\n<li><strong>Deployment Architecture and Network Fit:<\/strong> We evaluated how seamlessly each platform integrates across distributed and hybrid corporate environments, whether through endpoint agents, browser extensions, network proxies, or direct cloud APIs.<\/li>\n\n\n\n<li><strong>Real-Time Data Loss Prevention (DLP):<\/strong> We looked at the tool&#8217;s capability to intercept and mask sensitive or regulated data at runtime, rather than just generating activity logs after a leak has occurred.<\/li>\n\n\n\n<li><strong>Privacy and Trust Balance:<\/strong> We examined where each tool lands on the spectrum between aggregated <a href=\"https:\/\/www.teramind.co\/solutions\/workforce-analytics-software\/\" target=\"_blank\" rel=\"noreferrer noopener\">workforce analytics<\/a> and granular user monitoring, giving leaders clear visibility into how a tool shapes corporate culture and employee trust.<\/li>\n\n\n\n<li><strong>Compliance and Governance Alignment:<\/strong> We measured each platform&#8217;s ability to categorize AI tools dynamically and map user interactions to strict compliance standards, risk scores, or global regulatory frameworks.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">What Are the Best Solutions for Monitoring AI Usage in 2026?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. Teramind<\/h3>\n\n\n\n<iframe width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/MchiQp7d57s?si=cqfIMGC3SqwYJPrn\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n\n\n\n<p><a href=\"https:\/\/www.teramind.co\/\" target=\"_blank\" rel=\"noreferrer noopener\">Teramind<\/a> is an endpoint-centric AI governance and data loss prevention suite. It monitors all human and machine-to-AI interactions directly on the user&#8217;s workstation.<\/p>\n\n\n\n<p>The platform automatically <a href=\"https:\/\/www.teramind.co\/blog\/how-to-detect-shadow-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">detects Shadow AI<\/a> and blocks risky actions, such as an employee uploading corporate files or pasting financial data into an unapproved tool.<\/p>\n\n\n\n<p><strong>See how Teramind manages AI risk \u2192 <\/strong><a href=\"https:\/\/democompany.teramind.co\/v2\/dashboards\/overview\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Take a self-guided product tour<\/strong><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature: <\/strong>Teramind offers an endpoint-first architecture; it utilizes live session screen playbacks, keystroke logs, terminal command tracing, and Optical Character Recognition (OCR) to record and control local models, developer lines, and tools that bypass traditional network and cloud DLP filters.<\/li>\n\n\n\n<li><strong>Best For: <\/strong>Regulated industries (finance, healthcare, government) that require forensic visual evidence and incident reconstruction to satisfy laws such as <a href=\"https:\/\/www.teramind.co\/solutions\/hipaa-compliance-monitoring\/\" target=\"_blank\" rel=\"noreferrer noopener\">HIPAA<\/a>, the GDPR, and the EU AI Act.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>Starts at $14\/seat\/month; the user monitoring package with AI data leakage control is $28\/seat\/month. The full DLP package with LLM content rules is $32\/seat\/month. Custom pricing is available for enterprises and government agencies.<\/li>\n\n\n\n<li><strong>Alternatives:<\/strong> Explore a list of <a href=\"https:\/\/www.teramind.co\/blog\/teramind-alternatives\/\" target=\"_blank\" rel=\"noreferrer noopener\">Teramind competitors<\/a>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. LayerX<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"509\" src=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/layerx-1024x509.png\" alt=\"AI usage control tools\" class=\"wp-image-13146\" title=\"\" srcset=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/layerx-1024x509.png 1024w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/layerx-300x149.png 300w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/layerx-768x381.png 768w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/layerx-1536x763.png 1536w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/layerx.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>LayerX is an interaction security platform. It delivers real-time <a href=\"https:\/\/www.teramind.co\/blog\/ai-usage-control\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI usage control<\/a>, preventing data loss across web applications, standard browsers, and IDEs.<\/p>\n\n\n\n<p>Operating as a lightweight browser extension, LayerX monitors user and agent activities to map Shadow AI tools and intercept security risks.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature: <\/strong>LayerX enforces guardrails and delivers interactive employee coaching inside any standard browser, eliminating the need for complex proxy routing, traffic rule management, or specialized standalone enterprise browsers.<\/li>\n\n\n\n<li><strong>Best For: <\/strong>Companies with remote or distributed workforces that want to secure web interactions and eliminate Shadow AI.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>LayerX doesn&#8217;t disclose its pricing online; to get a quote, you must request a demo via its website.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Prompt Security<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/prompt-security-1024x472.jpg\" alt=\"AI usage control tools\" class=\"wp-image-13147\" title=\"\" srcset=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/prompt-security-1024x472.jpg 1024w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/prompt-security-300x138.jpg 300w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/prompt-security-768x354.jpg 768w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/prompt-security.jpg 1400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Prompt Security (from SentinelOne) is an enterprise-grade, LLM-agnostic platform that safeguards organizations from Shadow AI, content risks, and data exposure across all touchpoints.<\/p>\n\n\n\n<p>The system delivers real-time visibility and active runtime protection for employee web tools, homegrown AI applications, software development lifecycles, and autonomous agents.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature: <\/strong>Prompt Security offers the market&#8217;s first comprehensive MCP Gateway. It provides specialized, machine-level security, <a href=\"https:\/\/www.teramind.co\/solutions\/ai-agent-monitoring\/\" target=\"_blank\" rel=\"noreferrer noopener\">monitoring AI agents<\/a> that execute tasks via the Model Context Protocol (MCP).<\/li>\n\n\n\n<li><strong>Best For: <\/strong>Tech-driven enterprises and development teams that need to secure homegrown AI applications, proprietary source code assistants, and high-speed autonomous workflows.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>Contact Prompt Security&#8217;s team via a form on its website.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Microsoft Purview<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"705\" src=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/microsoft-purview-1024x705.png\" alt=\"AI usage control tools\" class=\"wp-image-13148\" title=\"\" srcset=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/microsoft-purview-1024x705.png 1024w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/microsoft-purview-300x207.png 300w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/microsoft-purview-768x529.png 768w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/microsoft-purview.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Microsoft Purview is a unified data security, governance, and compliance platform that secures structured and unstructured data across complex, heterogeneous environments.<\/p>\n\n\n\n<p>The solution actively identifies data risks, <a href=\"https:\/\/www.teramind.co\/blog\/how-to-prevent-data-breaches\/\" target=\"_blank\" rel=\"noreferrer noopener\">prevents data breaches<\/a> across applications and endpoints, and mitigates internal threats like insider data theft.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature: <\/strong>Purview&#8217;s unique selling point is its expanded Data Security Posture Management (DSPM) suite. This delivers visibility and control across data estates, networks, generative AI tools, and autonomous agents.<\/li>\n\n\n\n<li><strong>Best For: <\/strong>Large-scale enterprises managing broad digital infrastructures (on-premises, multicloud, and SaaS) that need to govern data and enforce corporate or regional regulations.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>Visit the Microsoft website for up-to-date pricing information.<\/li>\n\n\n\n<li><strong>Alternatives: <\/strong>Explore a list of the <a href=\"https:\/\/www.teramind.co\/blog\/enterprise-ai-data-loss-prevention-tools\/\" target=\"_blank\" rel=\"noreferrer noopener\">best AI DLP tools for enterprises<\/a>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. IBM watsonx.governance<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"577\" src=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/ibm-watsonx-governance-1024x577.jpeg\" alt=\"AI usage control tools\" class=\"wp-image-13149\" title=\"\" srcset=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/ibm-watsonx-governance-1024x577.jpeg 1024w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/ibm-watsonx-governance-300x169.jpeg 300w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/ibm-watsonx-governance-768x433.jpeg 768w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/ibm-watsonx-governance.jpeg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>IBM watsonx.governance is an enterprise AI assurance platform. It delivers Governance, Risk, and Compliance (GRC) oversight across hybrid, multi-vendor environments.<\/p>\n\n\n\n<p>The tool integrates risk parameters and AI usage control policies across third-party and open-source models, converting high-level rules into automated actions.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature: <\/strong>IBM watsonx.governance has pioneered a foundational Governance Graph, which dynamically maps out the rich, real-time relationships between active AI assets, their specific deployment purposes, and their exact live production environments.<\/li>\n\n\n\n<li><strong>Best For: <\/strong>Enterprise risk management teams who need to automate compliance reporting and track the business value of their multi-model AI estates.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>IBM offers several pricing tiers for the watsonx.governance product. Visit the IBM website to see options, start a free trial, or book a demo.<\/li>\n\n\n\n<li><strong>Alternatives: <\/strong>Explore a list of the <a href=\"https:\/\/www.teramind.co\/blog\/compliance-tools-for-unapproved-ai-use\/\" target=\"_blank\" rel=\"noreferrer noopener\">best compliance tools for unapproved AI use<\/a>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. Lasso Security<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"617\" src=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/lasso-security-1024x617.png\" alt=\"AI usage control tools\" class=\"wp-image-13150\" title=\"\" srcset=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/lasso-security-1024x617.png 1024w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/lasso-security-300x181.png 300w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/lasso-security-768x463.png 768w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/lasso-security.png 1360w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Lasso Security is an AI security platform engineered for the agentic era. It can discover, assess, and protect corporate AI applications and autonomous agents throughout their lifecycle.<\/p>\n\n\n\n<p>The solution unifies AI discovery, posture management, automated red teaming, and real-time runtime protection into a single continuous loop.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature: <\/strong>Lasso is known for its proprietary Intent Security Framework, which dynamically evaluates the underlying intent behind non-deterministic AI actions in under 50 milliseconds.<\/li>\n\n\n\n<li><strong>Best For: <\/strong>AI innovators and security leaders who need to scale custom autonomous workflows safely while proactively defending against supply chain vulnerabilities and runtime execution anomalies.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>Lasso Security gates its pricing behind a form. Visit its website to book a demo.<\/li>\n\n\n\n<li><strong>Alternatives: <\/strong>Explore a list of the <a href=\"https:\/\/www.teramind.co\/blog\/ai-governance-tools\/\" target=\"_blank\" rel=\"noreferrer noopener\">best AI governance tools<\/a>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. Netskope<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"543\" src=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/netskope-1024x543.png\" alt=\"AI usage control tools\" class=\"wp-image-13151\" title=\"\" srcset=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/netskope-1024x543.png 1024w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/netskope-300x159.png 300w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/netskope-768x407.png 768w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/netskope-1536x815.png 1536w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/netskope.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Netskope is a cloud-native, unified SASE platform that converges modern security and networking services to enable fast, secure access to cloud, web, and generative AI.<\/p>\n\n\n\n<p>Powered by a context-aware Zero Trust Engine, it decodes user and AI agent activities across networks to prevent critical data loss and de-risk infrastructure threats.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature:<\/strong> Customers appreciate its SkopeAI product, which can classify more than 30 AI\/ML models and apply over 3,000 pre-defined identifiers across a global private cloud security network.<\/li>\n\n\n\n<li><strong>Best For:<\/strong> Cloud-first enterprises requiring a single, consolidated architecture that offers visibility into application activity and prevents data leaks without compromising user performance.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>Costs aren&#8217;t listed on the Netskope site; you must fill out a form to get a quote.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">8. Forcepoint<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"580\" src=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/forcepoint-dlp-1024x580.png\" alt=\"AI usage control tools\" class=\"wp-image-13152\" title=\"\" srcset=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/forcepoint-dlp-1024x580.png 1024w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/forcepoint-dlp-300x170.png 300w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/forcepoint-dlp-768x435.png 768w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/forcepoint-dlp.png 1182w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.teramind.co\/blog\/forcepoint-dlp\/\" target=\"_blank\" rel=\"noreferrer noopener\">Forcepoint<\/a> is an AI-native data security platform that integrates Data Security Posture Management (DSPM), Data Loss Prevention (DLP), and continuous Data Detection and Response (DDR) into a single unified dashboard.<\/p>\n\n\n\n<p>The solution delivers context-rich visibility and real-time inspection to govern safe user adoption across public LLMs, corporate copilots, and private enterprise models.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature: <\/strong>Forcepoint deploys a specialized &#8220;AI Mesh&#8221; classification engine. It maps out business context alongside its Data Detection and Response (DDR) framework to dynamically intercept data breach signatures before they materialize.<\/li>\n\n\n\n<li><strong>Best For: <\/strong>Established, multi-channel enterprises trying to eliminate security tool sprawl while <a href=\"https:\/\/www.teramind.co\/solutions\/chatgpt-employee-monitoring\/\" target=\"_blank\" rel=\"noreferrer noopener\">governing AIs such as ChatGPT<\/a>, Claude Enterprise, and Microsoft 365 Copilot.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>Visit Forcepoint\u2019s website to request pricing information.<\/li>\n\n\n\n<li><strong>Alternatives: <\/strong>Explore a list of <a href=\"https:\/\/www.teramind.co\/blog\/forcepoint-dlp-alternatives-competitors\/\" target=\"_blank\" rel=\"noreferrer noopener\">Forcepoint competitors<\/a>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">9. Proofpoint<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"521\" src=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/proofpoint-dlp-1024x521.png\" alt=\"AI usage control tools\" class=\"wp-image-13153\" title=\"\" srcset=\"https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/proofpoint-dlp-1024x521.png 1024w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/proofpoint-dlp-300x153.png 300w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/proofpoint-dlp-768x391.png 768w, https:\/\/www.teramind.co\/blog\/wp-content\/uploads\/2026\/06\/proofpoint-dlp.png 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.teramind.co\/blog\/proofpoint-dlp\/\" target=\"_blank\" rel=\"noreferrer noopener\">Proofpoint<\/a> unifies digital collaboration, data protection, and AI security into a cohesive framework designed to safeguard people and AI agents in the workplace.<\/p>\n\n\n\n<p>The platform manages threats across sanctioned and unsanctioned tools, controlling how Large Language Models (LLMs) access and transfer corporate data.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Key Feature: <\/strong>Proofpoint provides an intent-based, human-centric security infrastructure that combines enterprise Data Loss Prevention (DLP) with multi-channel threat intelligence across corporate email and messaging apps.<\/li>\n\n\n\n<li><strong>Best For: <\/strong>Enterprise organizations seeking to protect distributed communication networks, stop prompt-based attacks, and enforce compliance over text and files shared inside collaborative work environments.<\/li>\n\n\n\n<li><strong>Pricing: <\/strong>Complete a form on Proofpoint&#8217;s website to request a quote.<\/li>\n\n\n\n<li><strong>Alternatives: <\/strong>Explore a list of <a href=\"https:\/\/www.teramind.co\/blog\/proofpoint-competitors-alternatives\/\" target=\"_blank\" rel=\"noreferrer noopener\">Proofpoint competitors<\/a>.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">How Do the Best Shadow AI Usage Tools Compare?<\/h2>\n\n\n\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n    <title>AI Security Tools Comparison Table &#8211; Equal Column Widths<\/title>\n    <style>\n        body {\n            font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Roboto, Helvetica, Arial, sans-serif;\n            line-height: 1.5;\n            color: #333333;\n            margin: 20px;\n            background-color: #ffffff;\n        }\n        .table-container {\n            max-width: 100%;\n            overflow-x: auto;\n            margin-top: 20px;\n            border: 1px solid #e0e0e0;\n            border-radius: 8px;\n        }\n        table {\n            width: 100%;\n            border-collapse: collapse;\n            text-align: left;\n            font-size: 14px;\n            table-layout: fixed; \/* Mandates strict execution of column widths *\/\n        }\n        th, td {\n            padding: 16px;\n            border-bottom: 1px solid #e0e0e0;\n            vertical-align: top;\n            word-wrap: break-word; \/* Crucial for equal widths to wrap dense content *\/\n            width: 20%; \/* Distributes exactly 100% space evenly among all 5 columns *\/\n        }\n        th {\n            background-color: #f8f9fa;\n            color: #1a1a1a;\n            font-weight: 600;\n            border-bottom: 2px solid #e0e0e0;\n        }\n        tr:last-child td {\n            border-bottom: none;\n        }\n        tr:nth-child(even) {\n            background-color: #fdfdfd;\n        }\n        .tool-name {\n            font-weight: 700;\n            color: #000000;\n        }\n    <\/style>\n<\/head>\n<body>\n\n    <div class=\"table-container\">\n        <table>\n            <thead>\n                <tr>\n                    <th scope=\"col\">Tool<\/th>\n                    <th scope=\"col\">Security Focus<\/th>\n                    <th scope=\"col\">Key Differentiator<\/th>\n                    <th scope=\"col\">Best For<\/th>\n                    <th scope=\"col\">Pricing Structure<\/th>\n                <\/tr>\n            <\/thead>\n            <tbody>\n                <tr>\n                    <td class=\"tool-name\">Teramind<\/td>\n                    <td>Endpoint-centric AI control &amp; data loss prevention<\/td>\n                    <td>Endpoint-first architecture utilizing live session screen playbacks, keystroke logs, terminal tracing, &amp; OCR<\/td>\n                    <td>Regulated industries (finance, healthcare, government) requiring forensic visual evidence &amp; incident reconstruction<\/td>\n                    <td>Starts at $14\/seat\/month; up to $32\/seat\/month for the full DLP package<\/td>\n                <\/tr>\n                <tr>\n                    <td class=\"tool-name\">LayerX<\/td>\n                    <td>Real-time AI usage control &amp; DLP deployed via browser extension<\/td>\n                    <td>Enforces guardrails &amp; interactive employee coaching directly inside any standard browser<\/td>\n                    <td>Companies with remote or distributed workforces wanting to secure web workflows &amp; eliminate Shadow AI<\/td>\n                    <td>Pricing is undisclosed online; quote available on request<\/td>\n                <\/tr>\n                <tr>\n                    <td class=\"tool-name\">Prompt Security<\/td>\n                    <td>LLM-agnostic protection across all operational touchpoints<\/td>\n                    <td>Offers the market&#8217;s first comprehensive MCP Gateway to monitor AI agents communicating via the Model Context Protocol (MCP)<\/td>\n                    <td>Tech-driven enterprises &amp; dev teams securing homegrown apps, source code assistants, &amp; autonomous workflows<\/td>\n                    <td>Pricing is undisclosed online; contact team directly via website<\/td>\n                <\/tr>\n                <tr>\n                    <td class=\"tool-name\">Microsoft Purview<\/td>\n                    <td>Unified data security, lifecycle governance, &amp; compliance across structured &amp; unstructured data<\/td>\n                    <td>A Data Security Posture Management (DSPM) suite delivering visibility across networks, tools, &amp; agents<\/td>\n                    <td>Enterprises managing broad digital estates across multi-cloud, on-premises, &amp; SaaS<\/td>\n                    <td>Up-to-date pricing information is available on the Microsoft website<\/td>\n                <\/tr>\n                <tr>\n                    <td class=\"tool-name\">IBM watsonx.governance<\/td>\n                    <td>AI assurance &amp; governance for multi-vendor architectures<\/td>\n                    <td>Pioneered a Governance Graph to map relationships between active AI assets, intent, &amp; production environments<\/td>\n                    <td>Enterprise risk management teams that need to automate compliance reporting &amp; track AI business value<\/td>\n                    <td>Offers several pricing tiers available via the IBM website<\/td>\n                <\/tr>\n                <tr>\n                    <td class=\"tool-name\">Lasso Security<\/td>\n                    <td>Multi-stage lifecycle security for the autonomous agent era<\/td>\n                    <td>Proprietary Intent Security Framework that evaluates the intent of non-deterministic AI actions in under 50 milliseconds<\/td>\n                    <td>AI innovators &amp; security leaders scaling autonomous workflows while defending against supply chain vulnerabilities<\/td>\n                    <td>Pricing is gated online; book a product demo via the website<\/td>\n                <\/tr>\n                <tr>\n                    <td class=\"tool-name\">Netskope<\/td>\n                    <td>Cloud-native, unified SASE platform driven by a context-aware Zero Trust Engine<\/td>\n                    <td>SkopeAI capability built to dynamically classify more than 30 AI\/ML models using over 3,000 pre-defined identifiers<\/td>\n                    <td>Cloud-first enterprises requiring a consolidated architecture for app visibility without bottlenecking network performance<\/td>\n                    <td>Costs are not listed on the website; quote provided via request form<\/td>\n                <\/tr>\n                <tr>\n                    <td class=\"tool-name\">Forcepoint<\/td>\n                    <td>AI-native data security integrating DSPM, DLP, &amp; continuous Data Detection and Response (DDR)<\/td>\n                    <td>Employs a specialized &#8220;AI Mesh&#8221; classification engine that maps business context to intercept data breach signatures<\/td>\n                    <td>Established, multi-channel enterprises looking to eliminate security tool sprawl while governing leading LLMs<\/td>\n                    <td>Pricing information is accessible by submitting a request on their website<\/td>\n                <\/tr>\n                <tr>\n                    <td class=\"tool-name\">Proofpoint<\/td>\n                    <td>Unified framework combining collaboration protection, data defense, &amp; AI security<\/td>\n                    <td>Intent-based, human-centric security infrastructure combining enterprise DLP with cross-channel email and messaging intelligence<\/td>\n                    <td>Enterprise organizations seeking to secure distributed communication networks, stop prompt attacks, &amp; enforce shared-file compliance<\/td>\n                    <td>Complete a request form for a quote<\/td>\n                <\/tr>\n            <\/tbody>\n        <\/table>\n    <\/div>\n\n<\/body>\n<\/html>\n\n\n\n<h2 class=\"wp-block-heading\">What Should You Look for in an AI Control Tool?<\/h2>\n\n\n\n<p>To protect your business effectively, ensure your chosen platform includes the following key components:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Multi-Layer Discovery Techniques:<\/strong> The tool must go beyond basic network proxies to discover unsanctioned AI web applications, local desktop models, encrypted browser extensions, developer IDE assistants, and command-line interfaces (CLIs) operating at the workstation layer.<\/li>\n\n\n\n<li><strong>Intent-Aware Risk Scoring:<\/strong> Look for engines that dynamically evaluate and score interaction risk. They should be able to analyze the text intent of prompts, identify potential data leakage paths, and assess the reputation of external AI providers.<\/li>\n\n\n\n<li><strong>Active Runtime Policy Enforcement:<\/strong> The platform must provide granular access controls that allow your team to warn, coach, redirect, or block risky actions before sensitive information leaves your corporate environment.<\/li>\n\n\n\n<li><strong>Real-Time Anomaly Detection:<\/strong> The control tool must intercept and inspect both incoming prompts and outgoing model responses. It should have the power to spot hidden jailbreak strings, prompt injections, and indicators of internal misuse.<\/li>\n\n\n\n<li><strong>Audit-Grade Incident Workflows:<\/strong> The tool must generate a context-rich evidence trail that details exactly who acted, what data was involved, which AI application was used, and which security policy was fired.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">What is the Best AI Usage Control Tool for 2026?<\/h2>\n\n\n\n<p>When it comes to selecting a platform to govern generative AI systems, there is no single &#8220;best tool&#8221; that serves as a universal fix. The ideal solution depends entirely on your company&#8217;s architecture, deployment capabilities, and threat models.<\/p>\n\n\n\n<p>An organization managing data boundaries strictly within a corporate cloud perimeter may lean toward network proxies or security service edges (SSE), while engineering teams developing in-house software might prefer direct runtime API gateways.<\/p>\n\n\n\n<p>However, if your defense strategy demands total visibility, immediate endpoint remediation, and an unalterable trail of forensic proof across both human and machine interactions, Teramind offers exceptionally flexible and granular controls. By sitting directly at the workstation layer, it illuminates the blind spots that network and cloud-level filters cannot see.<\/p>\n\n\n\n<p>Here is Teramind&#8217;s toolkit for controlling AI at work:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Endpoint-First Visibility:<\/strong> Teramind watches employee devices, mapping user interactions across desktop applications, browser extensions, local models, and encrypted developer channels.<\/li>\n\n\n\n<li><strong>Out-of-the-Box Enforcement:<\/strong> The platform ships with a pre-configured AI policy containing 11 distinct behavioral rules. This allows your security team to activate Day 1 enforcement with minimal adjustments.<\/li>\n\n\n\n<li><strong>AI Black Box Recorder:<\/strong> By leveraging screen recordings and <a href=\"https:\/\/www.teramind.co\/features\/ocr-optical-character-recognition\/\" target=\"_blank\" rel=\"noreferrer noopener\">Optical Character Recognition (OCR)<\/a>, Teramind logs prompts and responses, creating a legally defensible visual archive for post-incident analysis.<\/li>\n\n\n\n<li><strong>Purpose-Built AI Dashboards:<\/strong> Teramind offers three dashboards: AI Usage (tracks workforce adoption trends and logs prompt content), Agentic AI (detects autonomous tool execution and tracks commands), and AI Data Exfiltration (monitors file uploads, clipboard transfers, and API key pastes).<\/li>\n\n\n\n<li><strong>Behavioral Velocity and Anomaly Detection:<\/strong> The system differentiates between regular human typing and impossible agent speeds. It catches hidden or renamed stealth AI systems by flagging superhuman command velocities in milliseconds.<\/li>\n\n\n\n<li><strong>Inline Data Interception:<\/strong> Teramind blocks unauthorized data sharing at the moment of entry, stopping sensitive text pastes, confidential file drags, and payment card numbers from leaving the endpoint.<\/li>\n\n\n\n<li><strong>Real-Time Account Differentiation:<\/strong> By evaluating request metadata alongside user actions, the software instantly distinguishes personal AI accounts from protected corporate instances, warning or redirecting the user to your governed channel.<\/li>\n\n\n\n<li><strong>Granular Code and Shell Governance:<\/strong> Teramind&#8217;s logging engine monitors console windows natively. It generates complete transcripts of high-speed backend execution files (such as PowerShell, CMD, or Claude Code) to record every directory modification.<\/li>\n<\/ul>\n\n\n\n<p>Enforce AI usage control with Teramind. <a href=\"https:\/\/www.teramind.co\/demo-request\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Book a demo with us today<\/strong><\/a><strong>.<\/strong><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI adoption in business has moved at a staggering pace. According to a major survey from The Conversation, 58% of global employees are intentionally using AI at work. That same study revealed an alarming trend: 66% of global employees have used unapproved AI tools, while only 34% say their company has put in place rules [&hellip;]<\/p>\n","protected":false},"author":51,"featured_media":13155,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"footnotes":""},"categories":[81],"tags":[],"ppma_author":[490],"class_list":["post-13145","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-security"],"authors":[{"term_id":490,"user_id":51,"is_guest":0,"slug":"jbarron","display_name":"Joe Barron","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/1e28d4d60459bdf6cb69caeed698ae4c15ff1bc1e30a11afa20ec3221df86b13?s=96&d=mm&r=g","0":null,"1":"","2":"","3":"","4":"","5":"","6":"","7":"","8":""}],"_links":{"self":[{"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/posts\/13145","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/users\/51"}],"replies":[{"embeddable":true,"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/comments?post=13145"}],"version-history":[{"count":4,"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/posts\/13145\/revisions"}],"predecessor-version":[{"id":13160,"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/posts\/13145\/revisions\/13160"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/media\/13155"}],"wp:attachment":[{"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/media?parent=13145"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/categories?post=13145"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/tags?post=13145"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.teramind.co\/blog\/wp-json\/wp\/v2\/ppma_author?post=13145"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}