{"id":10758,"date":"2025-12-05T17:59:50","date_gmt":"2025-12-05T09:59:50","guid":{"rendered":"https:\/\/www.salesforce.com\/?p=10758"},"modified":"2025-12-05T17:59:52","modified_gmt":"2025-12-05T09:59:52","slug":"how-ai-speeds-decision-making","status":"publish","type":"post","link":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/","title":{"rendered":"No More Waiting: How AI Agents Turn Bottlenecks Into Breakthroughs"},"content":{"rendered":"\n<section class=\"key-takeaways wp-block-salesforce-blog-key-takeaways\" aria-label=\"Key Takeaways\">\n\t<div class=\"wp-block-salesforce-blog-key-takeaways__inner\">\n\t\t<div class=\"wp-block-salesforce-blog-key-takeaways__header\">\n\t\t\t<div class=\"wp-block-salesforce-blog-key-takeaways__title\">\n\t\t\t\t<h2 class=\"wp-block-salesforce-blog-key-takeaways__title-text\">\n\t\t\t\t\tKey Takeaways\t\t\t\t<\/h2>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t<button \n\t\t\tid=\"wp-block-salesforce-blog-key-takeaways-button\"\n\t\t\tclass=\"wp-block-salesforce-blog-key-takeaways__button\"\n\t\t\taria-controls=\"wp-block-salesforce-blog-key-takeaways-content\"\n\t\t\taria-expanded=\"false\"\n\t\t\taria-label=\"\n\t\t\tToggle Key Takeaways content\t\t\t\"\n\t\t>\n\t\t\t\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"22\" height=\"22\" fill=\"none\" viewBox=\"0 0 22 22\" aria-hidden=\"true\"><path fill=\"url(#a)\" d=\"M17.401 6.445a1.525 1.525 0 0 1 2.153 0 1.517 1.517 0 0 1 0 2.149l-7.977 7.961a1.526 1.526 0 0 1-2.154 0L1.446 8.594a1.517 1.517 0 0 1 0-2.149 1.524 1.524 0 0 1 2.153 0l6.9 6.886z\" \/><defs><linearGradient id=\"a\" x2=\"10.5\" y2=\"17\" gradientUnits=\"userSpaceOnUse\"><stop stop-color=\"#BA01FF\" \/><stop offset=\"1\" stop-color=\"#0250D9\" \/><\/linearGradient><\/defs><\/svg>\n\t\t<\/button>\n\n\t\t\t\t\t<div id=\"wp-block-salesforce-blog-key-takeaways-content\" class=\"wp-block-salesforce-blog-key-takeaways__content\" aria-hidden=\"true\">\n\t\t\t\t\n\n<ul class=\"wp-block-list\">\n<li>Decision-making is bottlenecked by fragmented data, departmental silos, and manual analysis, resulting in missed opportunities.  <\/li>\n\n\n\n<li>AI agents eliminate bottlenecks, collapsing the gap between insight and action by continuously analysing data and suggesting next steps in real time.<\/li>\n\n\n\n<li>Organisations that act faster on data insights outperform slower, reactive competitors.<\/li>\n<\/ul>\n\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<footer class=\"wp-block-salesforce-blog-key-takeaways__footer\">\n\t\t\t\t\tThis summary was created with AI and reviewed by an editor.\t\t\t\t<\/footer>\n\t\t\t\t\t\t<\/div>\n<\/section>\n\n\n\n<p>A consumer electronics company misses a sudden surge in demand for wireless earbuds. The signals \u2014 a spike in online searches, social media chatter, and wish-list saves \u2014 were there, but by the time the insight trickled through layers of manual data collection, analysis, reporting, and meetings, competitors had already filled the shelves. That\u2019s the cost of moving too slowly.<\/p>\n\n\n\n<p>Opportunities and risks like this surface constantly in your data. In a market where competitive advantage can vanish overnight, decision velocity \u2014 the ability to move quickly from insight to action \u2014 is everything. This is where <a href=\"https:\/\/www.salesforce.com\/ap\/agentforce\/ai-agents\/\">artificial intelligence (AI) agents<\/a> change the game. They close the gap between knowing and doing by spotting signals in real time, analysing and suggesting solutions instantly, and working with humans to take action much faster.\u00a0\u00a0<\/p>\n\n\n\n<p>According to a McKinsey <a href=\"https:\/\/www.mckinsey.com\/capabilities\/quantumblack\/our-insights\/seizing-the-agentic-ai-advantage\" target=\"_blank\" rel=\"noreferrer noopener\">report<\/a>, \u201cAgents accelerate execution by eliminating delays between tasks. Unlike in traditional workflows that rely on sequential handoffs, agents can coordinate and execute multiple steps simultaneously, reducing cycle time and boosting responsiveness.\u201d&nbsp;<\/p>\n\n\n\n<p>This is the difference between a reactive organisation playing catch-up and a proactive one shaping its own future.\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-high-cost-of-slow-decisions\">The high cost of slow decisions<\/h2>\n\n\n\n<p>For decades, organisations have been slowed by bottlenecks in their decision-making. Fragmented data, departmental silos, and manual analysis create a reactive business model that misses opportunities and responds too slowly to problems.<\/p>\n\n\n\n<p>Business history is, in fact, littered with the corporate wreckage of companies that moved like snails. For example, many once-dominant organisations missed the internet and mobile revolutions and ended up being outmaneuvered, and, ultimately, irrelevant. It\u2019s a pattern that\u2019s repeating, to some degree, in the race for AI dominance.\u00a0<\/p>\n\n\n\n<p>To survive the current technological shift, companies must achieve a new level of velocity. The solution is AI agents, which can collect and analyse huge volumes of scattered data to accelerate response time. But to grasp the impact of that promise, it\u2019s helpful to consider the cumbersome, manual process AI agents are designed to replace<strong>:\u00a0<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>A business leader requests data,<\/li>\n\n\n\n<li>Analysts gather and clean data, <\/li>\n\n\n\n<li>A reporting team puts the information into a dashboard,<\/li>\n\n\n\n<li>Teams interpret the dashboard and reports,<\/li>\n\n\n\n<li>Decision makers meet, debate, and align on a plan, and finally,<\/li>\n\n\n\n<li>A team implements actions.<\/li>\n<\/ol>\n\n\n\n<p>\u201cEvery handoff [in this manual process] adds friction and weeks or even months to the timeline,\u201d said John Santaferrara, an analyst and business consultant specialising in AI and digital transformation at Ferrara Consulting. \u201cBy the time a decision is made, conditions may have changed, eroding the value of the insight.\u201d<\/p>\n\n\n\n<p>That whole slog? AI agents wipe it out. No handoffs, no waiting, no missed windows. Agents take all that scattered data, cut straight to the signals, and move decisions forward. In the old process, you\u2019d still be waiting for that dashboard.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-ai-agents-affect-decision-making\">How AI agents affect decision-making<\/h2>\n\n\n\n<p>By eliminating the manual choke points and accelerating analysis, AI agents give you predictive foresight. You can spot a risk or a market trend before your competitors do, and act on it immediately. So, how do AI agents accelerate your decision-making?&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-they-constantly-analyse-all-your-data\">They constantly analyse all your data<\/h3>\n\n\n\n<p>AI agents don\u2019t have to wait for you to ask a question. They\u2019re continuously monitoring different data sources \u2014 like support logs, sales history, and product usage \u2014 to spot patterns, anomalies, and opportunities. At Salesforce, <a href=\"https:\/\/www.salesforce.com\/ap\/agentforce\/\">Agentforce<\/a>, the platform for building and deploying agents, is plugged into everything (such as CRM, sales, finance, and customer support) and it monitors signals in real time to piece together one holistic picture. For instance, it might correlate a customer&#8217;s login problems and a decrease in product usage to predict a high likelihood of churn, and then automatically alert an account manager to intervene.\u00a0<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-they-suggest-a-course-of-action\">They suggest a course of action <\/h3>\n\n\n\n<p>AI agents fundamentally change the nature of data usage by shifting from passive reporting to proactive execution. Static dashboards present data only about what\u2019s already happened, leaving humans to draw conclusions, reason, and take action. Agents embed reasoning and action directly into the analysis. For example, if patient data shows a spike in missed medical appointments, an agent reports the number of absences <em>and<\/em> drafts reminder messages for patients, flags the issue to the care team, and suggests adjusting scheduling practices.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-they-continuously-adapt\">They continuously adapt <\/h3>\n\n\n\n<p>AI agents are inherently dynamic. Part of their power lies in continuously updating recommendations and actions so organisations don\u2019t act on stale information. This is possible because they\u2019re connected to real-time data streams, like <a href=\"https:\/\/www.salesforce.com\/ap\/data\/\">Data 360<\/a>, and powered by a dynamic <a href=\"https:\/\/www.salesforce.com\/ap\/agentforce\/what-is-a-reasoning-engine\/\">reasoning engine<\/a> like <a href=\"https:\/\/www.salesforce.com\/ap\/agentforce\/what-is-a-reasoning-engine\/atlas\/\">Atlas<\/a>.<\/p>\n\n\n\n<div class=\"wp-block-salesforce-blog-newsletter-signup prevent-bottombar-overlap layout layout-agentic-ai\" >\n\n\t\t\t\t<h2 class=\"wp-block-salesforce-blog-newsletter-signup__title\">\n\t\t\tGet articles selected just for you, in your inbox\t\t<\/h2>\n\t\t\t\t\t<a href=\"https:\/\/www.salesforce.com\/ap\/form\/other\/blog-newsletter\/?d=blog-btn-footersubscribe\" class=\"wp-block-salesforce-blog-newsletter-signup__cta btn btn-lg btn-primary\" target=\"_blank\">\n\t\t\tSign up now\t\t<\/a>\n\t<\/div>\n\n\n\n<p>The data streams make sure the agent always has the most current inputs, processing changes as soon as they occur. The reasoning engine then takes that live data and re-evaluates it against business goals. The agent doesn\u2019t just collect information, it reasons with it and adjusts its course of action so decisions are always relevant and aligned with what\u2019s happening in the moment. This is especially powerful in forecasting. Human teams typically build projections using historical data on a fixed schedule. AI agents ingest live signals across CRM systems, web traffic, customer emails, and market data.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Before AI agents<\/strong><\/td><td><strong>With AI agents<\/strong><\/td><\/tr><tr><td>Insights lived in static dashboards<\/td><td>Monitoring is constant<\/td><\/tr><tr><td>Human bottlenecks slowed everything <\/td><td>Insights become analyses and recommendations<\/td><\/tr><tr><td>Decisions lagged behind reality <\/td><td>Execution is one click away <\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-critical-data-foundation\">The critical data foundation<\/h2>\n\n\n\n<p>A core reason companies are slow to react is simple: Their data is scattered across dozens of siloed systems and sequestered within different teams. Each decision becomes a patchwork of these partial views. A <a href=\"https:\/\/www.salesforce.com\/ap\/data\/unified-data\/platform\/\">unified data platform<\/a> solves this by pulling in, cleaning, and managing data from all internal and external systems to create a single source of truth that\u2019s instantly actionable.\u00a0<\/p>\n\n\n\n<p>The platform receives, stores, cleans, and manages data from systems like e-commerce, ERPs, CRMs, CMS, mobile apps, data warehouses, and data lakes. It solves the problem of data silos by making data accessible to all teams, improving operational efficiency and productivity.&nbsp;<\/p>\n\n\n\n<p>Consider a company launching a product line. In the past, Finance would crunch sales forecasts, Operations would keep tabs on the supply chain, Marketing would track adoption and sentiment, and Service would collect customer feedback. Weeks or more might pass before these views aligned. Now, AI agents monitoring a unified data platform can instantly detect unexpected demand, adjust forecasts, reallocate inventory, alert suppliers, and recommend boosting marketing spend, all before competitors take notice.&nbsp;<\/p>\n\n\n\n<p>\u201cThe real game-changer is a unified data platform,\u201d said Santaferrara. \u201cIt\u2019s the one central place where you bring in all your data, spreadsheets, documents, emails, and internal knowledge. By instantly mixing what happened yesterday with what&#8217;s happening right now, you&#8217;re giving the AI agent the full, up-to-the-minute picture. That complete context is what makes the AI so powerful.\u201d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-net-effect\">The net effect<\/h2>\n\n\n\n<p>For years, businesses were stuck in a constant state of reactiveness. When a problem or opportunity surfaced, the process involved manual reports, meetings, and endless approvals: a slow-motion disaster. AI agents shatter this system, eliminating friction points and collapsing the gap between knowing and doing by combining real-time analysis with the power to take immediate action.<\/p>\n\n\n\n<p>Dashboards still have an important place in the enterprise. What\u2019s changing is the next step. A dashboard tells you that conversion rates are dropping. AI agents can run an analysis to tell you why, and what to do about it.&nbsp;<\/p>\n\n\n\n<p>It\u2019s a faster way to respond, and a faster way to act.&nbsp;&nbsp;<\/p>\n\n\n\n<div class=\"layout-six wp-block-salesforce-blog-offer\">\n\t<div class=\"wp-block-offer__wrapper\">\n\n\t\t<div class=\"wp-block-offer__content\">\n\t\t\t<h2 class=\"wp-block-offer__title\"><strong>What\u2019s your agentic AI strategy?<\/strong><\/h2>\n\t\t\t\t\t\t\t<p class=\"wp-block-offer__description\">Our playbook is your free guide to becoming an agentic enterprise. Learn about use cases, deployment, and AI skills, and download interactive worksheets for your team.<\/p>\n\t\t\t\n\t\t\t\n\t\t\t\t\t\t\t<div class=\"wp-block-button\">\n\t\t\t\t\t<a class=\"wp-block-button__link\" target=\"_blank\" href=\"https:\/\/www.salesforce.com\/ap\/blog\/playbook\/agentic-ai\">The future starts now<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t<div class=\"wp-block-offer__media\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"458\" height=\"335\" src=\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/agentic-ai-strategy.webp\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/agentic-ai-strategy.webp 458w, https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/agentic-ai-strategy.webp?w=300&amp;h=219 300w, https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/agentic-ai-strategy.webp?w=150&amp;h=110 150w\" sizes=\"auto, (max-width: 458px) 100vw, 458px\" \/>\t\t<\/div>\n\t<\/div>\n\n\t\n\t<\/div>\n\n\n\n<p><br><\/p>\n\n\n\n<p><br><\/p>\n\n\n\n<p><br><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>For years, organisations relied on static dashboards, reports, and human interpretation to make decisions. AI agents are collapsing the gap between insight and action.  <\/p>\n","protected":false},"author":145,"featured_media":10757,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"sf_justforyou_enable_alt":true,"optimizely_content_id":"68e40ed9635a2d9cc82156caAP","post_meta_title":"","ai_synopsis":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"sf_topic":[23,665,776],"sf_content_type":[],"coauthors":[361],"class_list":["post-10758","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","sf_topic-artificial-intelligence","sf_topic-agentforce","sf_topic-agentic-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Stop Waiting for Dashboards: Let AI Agents Make Your Next Move - Salesforce<\/title>\n<meta name=\"description\" content=\"Dashboards tell you what&#039;s already happened. AI agents explain why it happened, and help you do something about it.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"No More Waiting: How AI Agents Turn Bottlenecks Into Breakthroughs\" \/>\n<meta property=\"og:description\" content=\"Dashboards tell you what&#039;s already happened. AI agents explain why it happened, and help you do something about it.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/\" \/>\n<meta property=\"og:site_name\" content=\"Salesforce\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-05T09:59:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-05T09:59:52+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1500\" \/>\n\t<meta property=\"og:image:height\" content=\"844\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Lisa Lee\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Lisa Lee\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/\"},\"author\":[{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/#\/schema\/person\/image\/2760dd6116d88e7f107296f5713dc258\"}],\"headline\":\"No More Waiting: How AI Agents Turn Bottlenecks Into Breakthroughs\",\"datePublished\":\"2025-12-05T09:59:50+00:00\",\"dateModified\":\"2025-12-05T09:59:52+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/\"},\"wordCount\":1301,\"commentCount\":0,\"image\":{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png\",\"inLanguage\":\"en-SG\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/\",\"url\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/\",\"name\":\"Stop Waiting for Dashboards: Let AI Agents Make Your Next Move - Salesforce\",\"isPartOf\":{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png\",\"datePublished\":\"2025-12-05T09:59:50+00:00\",\"dateModified\":\"2025-12-05T09:59:52+00:00\",\"author\":{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/#\/schema\/person\/1342959c705a235c0a2997db9907147a\"},\"description\":\"Dashboards tell you what's already happened. AI agents explain why it happened, and help you do something about it.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#breadcrumb\"},\"inLanguage\":\"en-SG\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-SG\",\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#primaryimage\",\"url\":\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png\",\"contentUrl\":\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png\",\"width\":1500,\"height\":844,\"caption\":\"To survive the current technological shift, companies must achieve a new level of decision-making velocity, one that does not rely solely on dashboards. [Image credit: Aleona Pollauf\/Salesforce]\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.salesforce.com\/ap\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"No More Waiting: How AI Agents Turn Bottlenecks Into Breakthroughs\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/#website\",\"url\":\"https:\/\/www.salesforce.com\/ap\/blog\/\",\"name\":\"Salesforce\",\"description\":\"News, tips, and insights from the global cloud leader\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.salesforce.com\/ap\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-SG\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/#\/schema\/person\/image\/2760dd6116d88e7f107296f5713dc258\",\"name\":\"Lisa Lee\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-SG\",\"@id\":\"https:\/\/www.salesforce.com\/ap\/blog\/#\/schema\/person\/image\/f250849499154521b3881305518c9115\",\"url\":\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2023\/06\/lisa-lee.jpg?w=150&h=150&crop=1\",\"contentUrl\":\"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2023\/06\/lisa-lee.jpg?w=150&h=150&crop=1\",\"width\":\"150\",\"height\":\"150\",\"caption\":\"Lisa Lee\"},\"description\":\"Lisa Lee is a contributing editor at Salesforce. She has written about technology and its impact on business for more than 25 years. Prior to Salesforce, she was an award-winning journalist with Forbes.com and other publications.\",\"url\":\"https:\/\/www.salesforce.com\/ap\/blog\/author\/lisa-lee\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Stop Waiting for Dashboards: Let AI Agents Make Your Next Move - Salesforce","description":"Dashboards tell you what's already happened. AI agents explain why it happened, and help you do something about it.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/","og_type":"article","og_title":"No More Waiting: How AI Agents Turn Bottlenecks Into Breakthroughs","og_description":"Dashboards tell you what's already happened. AI agents explain why it happened, and help you do something about it.","og_url":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/","og_site_name":"Salesforce","article_published_time":"2025-12-05T09:59:50+00:00","article_modified_time":"2025-12-05T09:59:52+00:00","og_image":[{"width":1500,"height":844,"url":"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png","type":"image\/png"}],"author":"Lisa Lee","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Lisa Lee","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#article","isPartOf":{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/"},"author":[{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/#\/schema\/person\/image\/2760dd6116d88e7f107296f5713dc258"}],"headline":"No More Waiting: How AI Agents Turn Bottlenecks Into Breakthroughs","datePublished":"2025-12-05T09:59:50+00:00","dateModified":"2025-12-05T09:59:52+00:00","mainEntityOfPage":{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/"},"wordCount":1301,"commentCount":0,"image":{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#primaryimage"},"thumbnailUrl":"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png","inLanguage":"en-SG","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/","url":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/","name":"Stop Waiting for Dashboards: Let AI Agents Make Your Next Move - Salesforce","isPartOf":{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#primaryimage"},"image":{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#primaryimage"},"thumbnailUrl":"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png","datePublished":"2025-12-05T09:59:50+00:00","dateModified":"2025-12-05T09:59:52+00:00","author":{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/#\/schema\/person\/1342959c705a235c0a2997db9907147a"},"description":"Dashboards tell you what's already happened. AI agents explain why it happened, and help you do something about it.","breadcrumb":{"@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#breadcrumb"},"inLanguage":"en-SG","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/"]}]},{"@type":"ImageObject","inLanguage":"en-SG","@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#primaryimage","url":"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png","contentUrl":"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png","width":1500,"height":844,"caption":"To survive the current technological shift, companies must achieve a new level of decision-making velocity, one that does not rely solely on dashboards. [Image credit: Aleona Pollauf\/Salesforce]"},{"@type":"BreadcrumbList","@id":"https:\/\/www.salesforce.com\/ap\/blog\/how-ai-speeds-decision-making\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.salesforce.com\/ap\/blog\/"},{"@type":"ListItem","position":2,"name":"No More Waiting: How AI Agents Turn Bottlenecks Into Breakthroughs"}]},{"@type":"WebSite","@id":"https:\/\/www.salesforce.com\/ap\/blog\/#website","url":"https:\/\/www.salesforce.com\/ap\/blog\/","name":"Salesforce","description":"News, tips, and insights from the global cloud leader","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.salesforce.com\/ap\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-SG"},{"@type":"Person","@id":"https:\/\/www.salesforce.com\/ap\/blog\/#\/schema\/person\/image\/2760dd6116d88e7f107296f5713dc258","name":"Lisa Lee","image":{"@type":"ImageObject","inLanguage":"en-SG","@id":"https:\/\/www.salesforce.com\/ap\/blog\/#\/schema\/person\/image\/f250849499154521b3881305518c9115","url":"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2023\/06\/lisa-lee.jpg?w=150&h=150&crop=1","contentUrl":"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2023\/06\/lisa-lee.jpg?w=150&h=150&crop=1","width":"150","height":"150","caption":"Lisa Lee"},"description":"Lisa Lee is a contributing editor at Salesforce. She has written about technology and its impact on business for more than 25 years. Prior to Salesforce, she was an award-winning journalist with Forbes.com and other publications.","url":"https:\/\/www.salesforce.com\/ap\/blog\/author\/lisa-lee\/"}]}},"jetpack_featured_media_url":"https:\/\/www.salesforce.com\/ap\/blog\/wp-content\/uploads\/sites\/8\/2025\/10\/TSK-44522_Dashboards_Show_Data_AI_Agents_Take_Action.png","jetpack_sharing_enabled":true,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Salesforce","distributor_original_site_url":"https:\/\/www.salesforce.com\/ap\/blog","push-errors":false,"_links":{"self":[{"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/posts\/10758","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/users\/145"}],"replies":[{"embeddable":true,"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/comments?post=10758"}],"version-history":[{"count":2,"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/posts\/10758\/revisions"}],"predecessor-version":[{"id":10792,"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/posts\/10758\/revisions\/10792"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/media\/10757"}],"wp:attachment":[{"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/media?parent=10758"}],"wp:term":[{"taxonomy":"sf_topic","embeddable":true,"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/sf_topic?post=10758"},{"taxonomy":"sf_content_type","embeddable":true,"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/sf_content_type?post=10758"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.salesforce.com\/ap\/blog\/wp-json\/wp\/v2\/coauthors?post=10758"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}