{"id":22498,"date":"2026-07-15T12:42:42","date_gmt":"2026-07-15T12:42:42","guid":{"rendered":"https:\/\/lite14.net\/blog\/?p=22498"},"modified":"2026-07-15T12:42:42","modified_gmt":"2026-07-15T12:42:42","slug":"is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist","status":"publish","type":"post","link":"https:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/","title":{"rendered":"Is Your Salesforce Org Ready for AI Agents? A Readiness Checklist"},"content":{"rendered":"<p><span style=\"font-weight: 400\">Most orgs aren&#8217;t. That&#8217;s not an insult; it&#8217;s just what happens after a decade of accumulated configuration, three admins who&#8217;ve since left, and a data model that got extended every time someone needed a field on a Tuesday.<\/span><\/p>\n<p><span style=\"font-weight: 400\">None of that mattered much when only humans were clicking around. Humans compensate. A rep sees two Acme Corp accounts and knows which one is real. An agent sees two records and picks one.<\/span><\/p>\n<p><span style=\"font-weight: 400\">So before you scope an Agentforce project, it&#8217;s worth working out honestly where you actually stand. This checklist is what I&#8217;d walk through. It&#8217;s deliberately blunt, and a few of the questions will be uncomfortable.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Score yourself as you go. I&#8217;ll tell you what the total means at the end.<\/span><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey 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: #999;color:#999\" 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: #999;color:#999\" 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:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/#Section_1_Data\" >Section 1: Data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/#Section_2_Permissions\" >Section 2: Permissions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/#Section_3_Process\" >Section 3: Process<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/#Section_4_Technical_debt\" >Section 4: Technical debt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/#Section_5_The_organisation\" >Section 5: The organisation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/#What_your_score_means\" >What your score means<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/#The_thing_I_keep_noticing\" >The thing I keep noticing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/lite14.net\/blog\/2026\/07\/15\/is-your-salesforce-org-ready-for-ai-agents-a-readiness-checklist\/#FAQ\" >FAQ<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Section_1_Data\"><\/span><b>Section 1: Data<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>Can you state your duplicate rate?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Not &#8220;we have duplicate rules enabled.&#8221; The actual percentage. If nobody knows, that&#8217;s a no.<\/span><\/p>\n<p><b>Are your contacts alive?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Pull the percentage of contacts with no activity in 24 months. In most orgs, it&#8217;s north of 40%. An agent preparing a meeting brief from those records will produce a confidently wrong brief, and the rep who gets burned by it once will never open another.<\/span><\/p>\n<p><b>Is there one definition of &#8220;active customer&#8221;?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Ask three people in three departments. If you get three answers, the agent will inherit all of them.<\/span><\/p>\n<p><b>Is your knowledge base current?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Agents ground responses in knowledge articles. If half of yours describe a returns policy you changed in 2023, the agent will cite the old one with total confidence.<\/span><\/p>\n<p><b>Does the data the agent needs actually live somewhere reachable?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Order status in the ERP, usage in the product database, and entitlements in a spreadsheet on someone&#8217;s desktop. Be honest about that last category; every org has one.<\/span><\/p>\n<p><i><span style=\"font-weight: 400\">Score 1 point per yes.<\/span><\/i><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Section_2_Permissions\"><\/span><b>Section 2: Permissions<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400\">This section is the one people skim. Don&#8217;t.<\/span><\/p>\n<p><b>Was your permission model designed, or did it accumulate?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Profiles cloned from profiles. Permission sets granted for a 2021 project that ended. Sharing rules nobody has opened since the person who wrote them left. If that description stings, you know the answer.<\/span><\/p>\n<p><b>Do you know what your integration users can see?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Agents run with an inherited access scope. If that scope is &#8220;everything,&#8221; so is the agent&#8217;s blast radius.<\/span><\/p>\n<p><b>Could you explain, in one sentence, what an agent should never be allowed to change?<\/b><\/p>\n<p><span style=\"font-weight: 400\">If you can&#8217;t articulate the boundary, you can&#8217;t configure it.<\/span><\/p>\n<p><b>Do you have an audit trail plan?<\/b><\/p>\n<p><span style=\"font-weight: 400\">When an agent does something wrong and it will, can you reconstruct why early?<\/span><\/p>\n<p><span style=\"font-weight: 400\">This is the least glamorous work in an Agentforce rollout and the most consequential. It&#8217;s also the work a serious <\/span><a href=\"https:\/\/dianapps.com\/salesforce-consulting-services\"><span style=\"font-weight: 400\">Salesforce Consulting company<\/span><\/a><span style=\"font-weight: 400\"> will insist on completing before any agent gets configured. If a partner is happy to start building topics without asking about your sharing model, that&#8217;s a useful signal about the partner.<\/span><\/p>\n<p><i><span style=\"font-weight: 400\">Score 1 point per yes.<\/span><\/i><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Section_3_Process\"><\/span><b>Section 3: Process<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>Are your rules written down anywhere?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Not in a director&#8217;s head. Written. If your lead qualification criteria are &#8220;we know a good lead when we see it,&#8221; there is nothing to give an agent.<\/span><\/p>\n<p><b>Do you have thresholds, or just judgment?<\/b><\/p>\n<p><span style=\"font-weight: 400\">&#8220;Issue a refund if it seems reasonable&#8221; is not an instruction. &#8220;Full refund under 30 days if unopened, store credit 31-60 days, escalate otherwise&#8221; is.<\/span><\/p>\n<p><b>Do you know your escalation paths?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Every agent needs a defined exit to a human. If your current escalation process is informal, formalise it before you automate around it.<\/span><\/p>\n<p><b>Have you picked a process narrow enough to fail safely?<\/b><\/p>\n<p><span style=\"font-weight: 400\">The right first project is high-volume, low-consequence, and boring. Order status. Password resets. Meeting prep. If your first project is quote approvals for enterprise accounts, you&#8217;ve picked wrong.<\/span><\/p>\n<p><i><span style=\"font-weight: 400\">Score 1 point per yes.<\/span><\/i><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Section_4_Technical_debt\"><\/span><b>Section 4: Technical debt<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>How many Flows do you have, and how many are still running?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Large orgs routinely have hundreds, with a meaningful share orphaned. Agents call the Flow&#8217;s actions. Orphaned automation is now an attack surface.<\/span><\/p>\n<p><b>Do you have custom objects the standard actions can&#8217;t reach?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Most orgs do. A bespoke pricing engine, a homegrown territory model, a legacy system with a SOAP API written before anyone cared about REST.<\/span><\/p>\n<p><b>Is anything critical undocumented?<\/b><\/p>\n<p><span style=\"font-weight: 400\">The Apex class nobody wants to touch. Everyone has one.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Those three questions are really one question: how much integration work is hiding under this project? Because exposing custom objects and legacy systems as callable actions means writing Apex, wiring MuleSoft, and doing plumbing that never appears in a demo. That&#8217;s where <\/span><a href=\"https:\/\/dianapps.com\/salesforce-development-services\"><span style=\"font-weight: 400\">Salesforce Development Services<\/span><\/a><span style=\"font-weight: 400\"> support usually gets pulled in, and it&#8217;s the cost line most first estimates simply omit.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Teams at DianApps have made the same observation publicly that agent configuration is a small share of the effort, while the integration layer underneath consumes the schedule. It lines up with what I keep seeing.<\/span><\/p>\n<p><i><span style=\"font-weight: 400\">Score 1 point per yes on the first two; the third is a bonus point if you can say no.<\/span><\/i><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Section_5_The_organisation\"><\/span><b>Section 5: The organisation<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400\">The section nobody puts in a technical readiness checklist, and the one that sinks the most projects.<\/span><\/p>\n<p><b>Do you have a success metric with a baseline?<\/b><span style=\"font-weight: 400\"> &#8220;Improved efficiency&#8221; is not a metric. Deflection rate, time-to-resolution, admin hours removed per rep per week pick one and know today&#8217;s number.<\/span><\/p>\n<p><b>Does your service team think this is coming for their jobs?<\/b><span style=\"font-weight: 400\"> If yes, the project will fail quietly. They won&#8217;t sabotage it; they&#8217;ll just stop correcting it and stop reporting its errors, and it will never improve.<\/span><\/p>\n<p><b>Is someone accountable for reviewing agent decisions?<\/b><span style=\"font-weight: 400\"> Not &#8220;we&#8217;ll spot check.&#8221; A named person with time allocated, for at least the first few months.<\/span><\/p>\n<p><b>Has anyone modelled the consumption cost at peak?<\/b><span style=\"font-weight: 400\"> Agentforce is priced per action, not per seat. The average is fine. The seasonal spike is where finance gets surprised.<\/span><\/p>\n<p><i><span style=\"font-weight: 400\">Score 1 point per yes.<\/span><\/i><\/p>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_your_score_means\"><\/span><b>What your score means<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>14-17:<\/b><span style=\"font-weight: 400\"> You&#8217;re ready, and you probably already knew that. Pick a narrow first process and go.<\/span><\/p>\n<p><b>9-13:<\/b><span style=\"font-weight: 400\"> Typical. You can start, but the first project should be small, and the real work is remediation running in parallel. Don&#8217;t announce a launch date yet.<\/span><\/p>\n<p><b>Under 9:<\/b><span style=\"font-weight: 400\"> You have a data and governance project, not an AI project. Building an agent now would mean automating a mess at speed. The good news is that the remediation work has value regardless of whether you ever deploy an agent; cleaner data and a sane permission model pay for themselves.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_thing_I_keep_noticing\"><\/span><b>The thing I keep noticing<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400\">Almost nothing on this list is about AI.<\/span><\/p>\n<p><span style=\"font-weight: 400\">It&#8217;s data quality, access control, written-down processes, integration debt, and change management. The same five things that have been quietly sinking enterprise software projects since long before anyone said &#8220;agent.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400\">Agents didn&#8217;t create new problems. They just made the existing ones act faster and complain less. And there&#8217;s something almost useful in that an Agentforce assessment is the first time a lot of organisations have been forced to look honestly at an org they&#8217;ve been avoiding for years.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Whether you deploy an agent afterwards is almost secondary.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span><b>FAQ<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>What&#8217;s the single biggest predictor of failure?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Data quality, closely followed by an undesigned permission model. Both are boring, both get skipped, and both are what people are actually complaining about six months later when they say the agent &#8220;doesn&#8217;t work.&#8221;<\/span><\/p>\n<p><b>How long does remediation take?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Depends entirely on the org&#8217;s age and size. A five-year-old mid-market org might need weeks. A twenty-year-old enterprise org with four acquisitions in it should think in quarters, not sprints.<\/span><\/p>\n<p><b>Can we start building while we remediate?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Yes, if the first use case is narrow and touches only clean data. That&#8217;s actually the smart play; a small win builds the political capital you&#8217;ll need to fund the unglamorous cleanup.<\/span><\/p>\n<p><b>Do we need Data Cloud?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Not strictly, but without unified data, an agent works from a partial picture. If the data it needs lives outside Salesforce and there&#8217;s no pipe to it, the agent will guess, and it will do so confidently.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Most orgs aren&#8217;t. That&#8217;s not an insult; it&#8217;s just what happens after a decade of accumulated configuration, three admins who&#8217;ve since left, and a data&#8230;<\/p>\n","protected":false},"author":212,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[270],"tags":[],"class_list":["post-22498","post","type-post","status-publish","format-standard","hentry","category-digital-marketing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Is Your Salesforce Org Ready for AI Agents? 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