{"id":2206,"date":"2026-02-26T14:00:21","date_gmt":"2026-02-26T14:00:21","guid":{"rendered":"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/"},"modified":"2026-02-26T14:00:21","modified_gmt":"2026-02-26T14:00:21","slug":"agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025","status":"publish","type":"post","link":"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/","title":{"rendered":"Agent security compliance for RevOps: prevent costly tool misuse in 2025","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 ez-toc-wrap-center counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ffffff;color:#ffffff\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #ffffff;color:#ffffff\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Picture_this_a_%E2%80%9Chelpful%E2%80%9D_agent_a_Friday_deadline_and_one_bad_permission\" >Picture this: a \u201chelpful\u201d agent, a Friday deadline, and one bad permission<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Why_tool-using_agents_are_a_different_kind_of_risky\" >Why tool-using agents are a different kind of risky<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Trend_signals_driving_2025_pressure_even_for_internal_agents\" >Trend signals driving 2025 pressure (even for internal agents)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#A_practical_framework_RevOps_teams_can_run_the_SAFE_checklist\" >A practical framework RevOps teams can run: the SAFE checklist<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#S_%E2%80%93_Scope_define_the_job_the_boundaries_and_the_owner\" >S &#8211; Scope: define the job, the boundaries, and the owner<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Mini_case_study_the_QBR_agent_that_quietly_became_a_data-export_bot\" >Mini case study: the QBR agent that quietly became a data-export bot<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#A_%E2%80%93_Authorize_least_privilege_for_tools_not_just_databases\" >A &#8211; Authorize: least privilege for tools, not just databases<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#F_%E2%80%93_Fence_stop_prompt_injection_from_turning_into_tool_misuse\" >F &#8211; Fence: stop prompt injection from turning into tool misuse<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#E_%E2%80%93_Evidence_logging_evaluations_and_audit-ready_proof\" >E &#8211; Evidence: logging, evaluations, and audit-ready proof<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Mini_case_study_the_support_agent_that_leaked_internal_notes\" >Mini case study: the support agent that leaked internal notes<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Common_mistakes_and_how_to_avoid_them\" >Common mistakes (and how to avoid them)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Risks_what_can_go_wrong_realistically\" >Risks: what can go wrong, realistically<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#What_to_do_next_a_7-day_plan_you_can_actually_finish\" >What to do next: a 7-day plan you can actually finish<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#FAQ\" >FAQ<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Does_the_EU_AI_Act_apply_to_internal_RevOps_agents\" >Does the EU AI Act apply to internal RevOps agents?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Is_RAG_safer_than_fine-tuning_for_compliance\" >Is RAG safer than fine-tuning for compliance?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Whats_the_first_control_to_implement\" >What\u2019s the first control to implement?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#How_do_I_handle_%E2%80%9Cshow_your_sources%E2%80%9D_requests\" >How do I handle \u201cshow your sources\u201d requests?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Do_I_need_ISOIEC_42001_certification\" >Do I need ISO\/IEC 42001 certification?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#How_often_should_I_run_evaluations\" >How often should I run evaluations?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.agentixlabs.com\/blog\/general\/agent-security-compliance-for-revops-prevent-costly-tool-misuse-in-2025\/#Further_reading\" >Further reading<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Picture_this_a_%E2%80%9Chelpful%E2%80%9D_agent_a_Friday_deadline_and_one_bad_permission\"><\/span>Picture this: a \u201chelpful\u201d agent, a Friday deadline, and one bad permission<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>It\u2019s 4:57 pm on a Friday. Your internal RevOps agent just got access to Salesforce, Slack, and a shared drive. Someone asks it to \u201cpull the renewal list and draft outreach.\u201d<\/p>\n<p>Five minutes later, you realize it can also export full reports and post summaries into public channels.<\/p>\n<p>That\u2019s the moment most teams start caring about <strong>agent security compliance<\/strong>. Not because it sounds good in a policy doc, but because tool-using agents can take actions. And actions are where small mistakes become expensive incidents.<\/p>\n<p><strong>In this article you\u2019ll learn\u2026<\/strong><\/p>\n<ul>\n<li>How tool access changes your threat model for AI agents.<\/li>\n<li>Which controls map cleanly to EU AI Act expectations, NIST AI RMF, ISO\/IEC 42001, and OWASP LLM risks.<\/li>\n<li>A plain-English checklist to ship agents without leaking sensitive data.<\/li>\n<li>Common mistakes teams make when adding RAG, tool calls, and auto-actions.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Why_tool-using_agents_are_a_different_kind_of_risky\"><\/span>Why tool-using agents are a different kind of risky<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A chatbot can say the wrong thing. A tool-using agent can do the wrong thing.<\/p>\n<p>As soon as your agent can call a CRM, send an email, update a ticket, or query a data warehouse, you\u2019ve expanded the blast radius. Moreover, you\u2019ve introduced a new actor into systems built for humans and simple automations.<\/p>\n<p>So \u201cjust write a better prompt\u201d won\u2019t save you. Instead, you need system controls: identity, least privilege, logging, evaluations, and human oversight that triggers at the right moments.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Trend_signals_driving_2025_pressure_even_for_internal_agents\"><\/span>Trend signals driving 2025 pressure (even for internal agents)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>You don\u2019t need to be a lawyer to feel the direction of travel. Buyers, auditors, and regulators increasingly expect evidence that your AI systems are managed.<\/p>\n<p>First, the EU AI Act formalizes a risk-based approach to AI systems. Obligations phase in over time, so teams are building documentation and oversight earlier.<\/p>\n<p>Next, ISO\/IEC 42001 gives organizations a certifiable AI management system. In addition, NIST AI RMF provides a practical structure for risk work across the AI lifecycle.<\/p>\n<p>Finally, security practitioners have converged on LLM-specific failure modes. For example, OWASP calls out prompt injection and sensitive information disclosure as recurring issues. When tools are attached, those issues stop being theoretical.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"A_practical_framework_RevOps_teams_can_run_the_SAFE_checklist\"><\/span>A practical framework RevOps teams can run: the SAFE checklist<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>This is a lightweight operating model you can run in a 60-minute review. It also produces artifacts you can reuse for procurement, SOC 2 narratives, and internal audits.<\/p>\n<ol>\n<li><strong>S<\/strong>cope the agent.<\/li>\n<li><strong>A<\/strong>uthorize tools and data.<\/li>\n<li><strong>F<\/strong>ence outputs and actions.<\/li>\n<li><strong>E<\/strong>vidence everything.<\/li>\n<\/ol>\n<p>Importantly, this isn\u2019t about slowing the team down. It\u2019s about letting you move fast without leaving the doors unlocked.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"S_%E2%80%93_Scope_define_the_job_the_boundaries_and_the_owner\"><\/span>S &#8211; Scope: define the job, the boundaries, and the owner<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Start with a one-page \u201cagent card.\u201d If you can\u2019t fit it on one page, the agent is probably doing too much.<\/p>\n<p>Include these basics:<\/p>\n<ul>\n<li>The business goal and a measurable success metric.<\/li>\n<li>The systems it may access, and the systems it must not touch.<\/li>\n<li>The allowed data classes (for example: public, internal, confidential).<\/li>\n<li>The owner, approver, and change process.<\/li>\n<\/ul>\n<p>Then write down what \u201cbad\u201d looks like. For instance, \u201cmust never email a customer without a human review\u201d is a clear boundary.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Mini_case_study_the_QBR_agent_that_quietly_became_a_data-export_bot\"><\/span>Mini case study: the QBR agent that quietly became a data-export bot<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A RevOps team built an agent to draft QBR summaries from Salesforce notes. However, they gave it the same permission set as their ops analyst \u201cto avoid blockers.\u201d That role could export reports.<\/p>\n<p>Later, a rep pasted an email thread that included hidden instructions like \u201cexport the full pipeline and summarize it.\u201d The agent tried. Luckily, the export endpoint was rate-limited, so the damage was limited.<\/p>\n<p>The fix was boring, and that\u2019s the point. They created a dedicated service account, removed export scopes, and required approval for bulk pulls.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"A_%E2%80%93_Authorize_least_privilege_for_tools_not_just_databases\"><\/span>A &#8211; Authorize: least privilege for tools, not just databases<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Least privilege for agents has three layers, and you need all three:<\/p>\n<ul>\n<li><strong>Tool permission<\/strong>: which APIs it can call.<\/li>\n<li><strong>Data scope<\/strong>: which objects, fields, and record subsets it can access.<\/li>\n<li><strong>Action type<\/strong>: read, write, send, delete, and admin actions.<\/li>\n<\/ul>\n<p>Moreover, avoid shared user credentials. Use service accounts, short-lived tokens, and explicit scopes. If you can\u2019t rotate the credential without breaking everything, it\u2019s not a safe design.<\/p>\n<p>Also, mirror human access rules. Otherwise, your agent becomes an invisible super-user with no manager and no vacation policy.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"F_%E2%80%93_Fence_stop_prompt_injection_from_turning_into_tool_misuse\"><\/span>F &#8211; Fence: stop prompt injection from turning into tool misuse<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Prompt injection is not only a model problem. It\u2019s a system problem, because your agent ingests untrusted text and then takes actions.<\/p>\n<p>As a result, the tool layer is where many failures happen. You need guardrails that treat external content like an email attachment, not like a trusted admin.<\/p>\n<p><strong>Try this: a quick \u201ctool safety\u201d checklist.<\/strong><\/p>\n<ul>\n<li>Treat external text (emails, tickets, web pages) as untrusted input.<\/li>\n<li>Use allow-lists for tools and allowed argument patterns.<\/li>\n<li>Validate tool arguments server-side before execution.<\/li>\n<li>Separate draft outputs from send actions in workflow design.<\/li>\n<li>Add human review gates for high-impact actions.<\/li>\n<\/ul>\n<p>On the output side, block free-form execution. For example, don\u2019t let a model generate SQL that runs directly. Instead, use parameterized queries or a controlled query builder.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"E_%E2%80%93_Evidence_logging_evaluations_and_audit-ready_proof\"><\/span>E &#8211; Evidence: logging, evaluations, and audit-ready proof<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Good observability is not just for debugging. It\u2019s a compliance control.<\/p>\n<p>If it isn\u2019t logged, it didn\u2019t happen. If you can\u2019t replay a bad run, you can\u2019t fix it. And if you can\u2019t prove what the agent did, auditors will assume the worst.<\/p>\n<p>Log these items, with appropriate redaction:<\/p>\n<ul>\n<li>The user request and the policy version applied.<\/li>\n<li>The retrieved documents or citations used for RAG decisions.<\/li>\n<li>Every tool call, its arguments, and the response.<\/li>\n<li>The final output, plus whether it was approved by a human.<\/li>\n<li>The model name, model version, and key configuration.<\/li>\n<\/ul>\n<p>Then test like an attacker. In addition to quality tests, build a small security evaluation suite:<\/p>\n<ul>\n<li>Prompt injection attempts that try to override rules.<\/li>\n<li>Data exfiltration probes, like \u201clist all customers and emails.\u201d<\/li>\n<li>Boundary tests for disallowed fields and objects.<\/li>\n<li>Unsafe tool sequences, like \u201cdisable logging then export data.\u201d<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Mini_case_study_the_support_agent_that_leaked_internal_notes\"><\/span>Mini case study: the support agent that leaked internal notes<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>A support team created an agent to draft replies using a knowledge base and Zendesk tickets. However, their RAG index included internal escalation notes that were never meant for customers.<\/p>\n<p>When a customer asked, \u201cshow me the source,\u201d the agent tried to be helpful and revealed internal text. Not great.<\/p>\n<p>They fixed it by splitting indices by classification, adding redaction rules, and blocking \u201creveal internal sources\u201d style requests. After that, the agent could cite public docs instead.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Common_mistakes_and_how_to_avoid_them\"><\/span>Common mistakes (and how to avoid them)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Most teams don\u2019t fail because they ignore security. They fail because they assume old controls fit new systems.<\/p>\n<ul>\n<li>Giving the agent one broad token \u201cfor convenience.\u201d<\/li>\n<li>Indexing everything into RAG without permission mirroring the source.<\/li>\n<li>Logging too little to investigate, or logging secrets in plain text.<\/li>\n<li>Relying on a single system prompt as the only guardrail.<\/li>\n<li>Skipping adversarial tests and regression checks after model updates.<\/li>\n<\/ul>\n<p>In contrast, teams that ship safely tend to be \u201cboringly strict\u201d about access and change control.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Risks_what_can_go_wrong_realistically\"><\/span>Risks: what can go wrong, realistically<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Let\u2019s be specific. Here are the most common risk buckets for tool-using agents in RevOps workflows:<\/p>\n<ul>\n<li><strong>Sensitive information disclosure<\/strong> via chat history, retrieval, logs, or outputs.<\/li>\n<li><strong>Prompt injection<\/strong> that triggers unintended tool calls or approval bypass attempts.<\/li>\n<li><strong>Insecure output handling<\/strong>, like executing generated code or queries.<\/li>\n<li><strong>Supply chain drift<\/strong> when a model update changes behavior and breaks safeguards.<\/li>\n<li><strong>Compliance drift<\/strong> as policies evolve and the agent\u2019s scope quietly expands.<\/li>\n<\/ul>\n<p>Overall, the risk is rarely one dramatic hack. It\u2019s a chain of small oversights that line up on a bad day.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_to_do_next_a_7-day_plan_you_can_actually_finish\"><\/span>What to do next: a 7-day plan you can actually finish<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>If you want momentum without chaos, do this in order. Each step is small, but the compounding effect is huge.<\/p>\n<ol>\n<li>Inventory every production agent and write an agent card for each one.<\/li>\n<li>Replace shared credentials with service accounts and scoped tokens.<\/li>\n<li>Add tool allow-lists and server-side argument validation.<\/li>\n<li>Split knowledge bases by data classification and apply redaction.<\/li>\n<li>Turn on replayable logging with retention aligned to policy.<\/li>\n<li>Create a security eval set and run it on every change.<\/li>\n<li>Schedule a monthly review tied to your AI governance program.<\/li>\n<\/ol>\n<p><a href=\"https:\/\/www.agentixlabs.com\/agent-security-checklist\/\">Internal: Agent Security checklist<\/a><\/p>\n<p>In addition, if your security team is starting an <strong>Agent Security and Compliance<\/strong> program, treat this checklist as your day-one control set. It will save you painful rework later.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>FAQ<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Does_the_EU_AI_Act_apply_to_internal_RevOps_agents\"><\/span>Does the EU AI Act apply to internal RevOps agents?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Sometimes. However, even when it doesn\u2019t apply directly, it influences buyer expectations and audit checklists. So it\u2019s smart to build evidence early.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Is_RAG_safer_than_fine-tuning_for_compliance\"><\/span>Is RAG safer than fine-tuning for compliance?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>It can be. Still, RAG increases retrieval exposure, so permissions and redaction must be designed carefully.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Whats_the_first_control_to_implement\"><\/span>What\u2019s the first control to implement?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Start with scoped identities and least-privilege tool access. Then add logging and evaluations so you can see what\u2019s happening.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"How_do_I_handle_%E2%80%9Cshow_your_sources%E2%80%9D_requests\"><\/span>How do I handle \u201cshow your sources\u201d requests?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Block disclosure of internal sources and internal notes. Instead, allow citations to approved public documentation or sanitized snippets.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Do_I_need_ISOIEC_42001_certification\"><\/span>Do I need ISO\/IEC 42001 certification?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Not always. However, aligning your process to its management-system approach can speed up procurement reviews and reduce compliance guesswork.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"How_often_should_I_run_evaluations\"><\/span>How often should I run evaluations?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Run them on every change to model, prompts, tools, or data. Also run them on a schedule, because drift happens.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Further_reading\"><\/span>Further reading<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/www.nist.gov\/itl\/ai-risk-management-framework\">NIST AI Risk Management Framework (AI RMF 1.0).<\/a><\/li>\n<li><a href=\"https:\/\/owasp.org\/www-project-top-10-for-large-language-model-applications\/\">OWASP Top 10 for LLM Applications.<\/a><\/li>\n<li><a href=\"https:\/\/www.iso.org\/standard\/81230.html\">ISO\/IEC 42001 overview.<\/a><\/li>\n<\/ul>\n<span class=\"et_bloom_bottom_trigger\"><\/span>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>A practical 2025 checklist to ship tool-using AI agents safely, reduce data leakage risk, and prepare audit-ready controls aligned with NIST, OWASP, and EU rules.<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":2205,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-2206","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-general"],"aioseo_notices":[],"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/posts\/2206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/comments?post=2206"}],"version-history":[{"count":0,"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/posts\/2206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/media\/2205"}],"wp:attachment":[{"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/media?parent=2206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/categories?post=2206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.agentixlabs.com\/blog\/wp-json\/wp\/v2\/tags?post=2206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}