{"id":4371189,"date":"2025-02-07T19:00:11","date_gmt":"2025-02-07T17:00:11","guid":{"rendered":"https:\/\/www.deptagency.com\/insight\/a-practical-guide-to-implementing-ai-agents\/"},"modified":"2025-12-05T17:00:43","modified_gmt":"2025-12-05T15:00:43","slug":"a-practical-guide-to-implementing-ai-agents","status":"publish","type":"article","link":"https:\/\/www.deptagency.com\/en-in\/insight\/a-practical-guide-to-implementing-ai-agents\/","title":{"rendered":"A practical guide to implementing AI agents\u00a0"},"content":{"rendered":"<div class=\"block-insight-intro\">\n\t<div\n\t\tclass=\"block-insight-intro__meta\"\n\t\tdata-animation=\"scale-fade\">\n\t\t<div\t\t\tclass=\"block-insight-intro__badge bg-refreshed-cyan\"\n\t\t\t>\n\t\t\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' viewBox='0 0 16 16' fill='none'><mask id='3a72ca2e-6927-4b14-9d63-99a32ea39227' style='mask-type:alpha' maskUnits='userSpaceOnUse' x='0' y='0' width='16' height='16'><path fill='#D9D9D9' stroke='#fff' d='M.5.5h15v15H.5z'\/><\/mask><g mask='url(#3a72ca2e-6927-4b14-9d63-99a32ea39227)'><path d='M4.167 11.167H8.5v-1H4.167v1Zm6.666 0h1V4.834h-1v6.333ZM4.167 8.5H8.5v-1H4.167v1Zm0-2.667H8.5v-1H4.167v1Zm-1.295 7.834c-.337 0-.622-.117-.855-.35a1.163 1.163 0 0 1-.35-.855V3.539c0-.337.116-.622.35-.856.233-.233.518-.35.855-.35h10.256c.337 0 .622.117.855.35.234.234.35.519.35.856v8.923c0 .336-.116.622-.35.855-.233.233-.518.35-.855.35H2.872Zm0-1h10.256a.196.196 0 0 0 .141-.064.196.196 0 0 0 .064-.141V3.539a.196.196 0 0 0-.064-.141.195.195 0 0 0-.14-.065H2.871a.196.196 0 0 0-.141.065.196.196 0 0 0-.064.14v8.924c0 .051.021.098.064.14.043.043.09.065.14.065Z' fill='currentColor'\/><path d='M2.667 12.667V3.333m1.5 7.834H8.5v-1H4.167v1Zm6.666 0h1V4.834h-1v6.333ZM4.167 8.5H8.5v-1H4.167v1Zm0-2.667H8.5v-1H4.167v1Zm-1.295 7.834c-.337 0-.622-.117-.855-.35a1.163 1.163 0 0 1-.35-.855V3.539c0-.337.116-.622.35-.856.233-.233.518-.35.855-.35h10.256c.337 0 .622.117.855.35.234.234.35.519.35.856v8.923c0 .336-.116.622-.35.855-.233.233-.518.35-.855.35H2.872Zm0-1h10.256a.196.196 0 0 0 .141-.064.196.196 0 0 0 .064-.141V3.539a.196.196 0 0 0-.064-.141.195.195 0 0 0-.14-.065H2.871a.196.196 0 0 0-.141.065.196.196 0 0 0-.064.14v8.924c0 .051.021.098.064.14.043.043.09.065.14.065Z' stroke='currentColor' stroke-width='0.25' fill='none'\/><\/g><\/svg>\t\t\t<span class=\"text-sans-14\">\n\t\t\t\tInsights\t\t\t<\/span>\n\t\t<\/div>\n\t<\/div>\n\t<h1\tclass=\"text text-sans-60 block-insight-intro__title\"\n\tdata-animation=\"slide\" data-animation-target=\"words\" >A practical guide to implementing AI agents\u00a0<\/h1><div class=\"author block-insight-intro__author\" data-animation=\"slide-fade\">\n\t\t\t<img\n\t\t\tclass=\"author__portrait\"\n\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2021\/03\/Caspar-Heydendae-e1627477053151-150x150.jpg\"\n\t\t\talt=\"Caspar Heydendael\"\n\t\t\/>\n\t\n\t<div class=\"author__text\">\n\t\tCaspar Heydendael\t\t<br \/>\n\t\tCRM\/Marketing Automation Lead\n\t\t\t<\/div>\n<\/div>\n\t<div class=\"block-insight-intro__insight-meta\" data-animation=\"slide-fade\">\n\t\t\t\t\t<div class=\"block-insight-intro__insight-meta-item\">\n\t\t\t\t<span class=\"block-insight-intro__insight-meta-label\">\n\t\t\t\t\tDate\t\t\t\t<\/span>\n\t\t\t\t<span>\n\t\t\t\t\tFebruary 7, 2025\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t<img\n\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2025\/02\/Agentic-AI-pratical-guide.webp\"\n\t\talt=\"A practical guide to implementing AI agents\u00a0\"\n\t\tclass=\"block-insight-intro__featured-image\"\n\t\tdata-animation=\"scale-fade\">\n<\/div>\n\n<div\n\tclass=\"block-assets-and-copy js-block-assets-and-copy\"\n\tdata-variant=\"copy-only\"\n\tdata-content-align=\"start\"\n>\n\t<h2\tclass=\"text text-sans-48 block-assets-and-copy__title\"\n\tdata-animation=\"slide\" data-animation-target=\"words\" >According to Capgemini, 82% of large enterprises plan to integrate AI agents within the next <a href=\"https:\/\/www.capgemini.com\/insights\/research-library\/generative-ai-in-organizations-2024\/\">one to three years<\/a>.\u00a0<\/h2><div\tdata-animation=\"slide-fade\" data-animation-target=\"inner-items-separate\" data-animation-delay=\"0.15\" data-animation-stagger=\"0.2\" class=\"block-assets-and-copy__content\" >\n\t<p\tclass=\"text text-sans-24 block-assets-and-copy__text\"\n\t>Agentic AI is the next phase of AI that goes beyond <em>input>LLM>output<\/em>. <br><br>It\u2019s about creating digital workers who make decisions, take actions, interact with customers, manage workflows, and even <em>learn<\/em> over time. These AI agents don\u2019t just follow rules; they adapt, predict, and optimise their behaviour.\u00a0<br><br>Very soon, we\u2019ll see agentic AI move mainstream, with early-stage agents joining teams and powering startups. These agents will <a href=\"https:\/\/www.salesforce.com\/slack\/agentforce\/\">join Slack<\/a>, <a href=\"https:\/\/tactiq.io\/ai-tools\/ai-note-taker-for-standup-meetings\">attend stand-ups<\/a>, and <a href=\"https:\/\/deepmind.google\/technologies\/project-mariner\/\">research competitors<\/a>. While they\u2019ll need lots of oversight, they\u2019ll be able to write content, code, and optimise workflows.\u00a0<\/p><\/div>\n\t\n\t<\/div>\n\n<div\n\tclass=\"block-assets-and-copy js-block-assets-and-copy has-less-t-space\"\n\tdata-variant=\"copy-only\"\n\tdata-content-align=\"start\"\n>\n\t<h2\tclass=\"text text-sans-48 block-assets-and-copy__title\"\n\tdata-animation=\"slide\" data-animation-target=\"words\" >The hype around AI agents\u00a0\u00a0<\/h2><div\tdata-animation=\"slide-fade\" data-animation-target=\"inner-items-separate\" data-animation-delay=\"0.15\" data-animation-stagger=\"0.2\" class=\"block-assets-and-copy__content\" >\n\t<p\tclass=\"text text-sans-24 block-assets-and-copy__text\"\n\t>Agentic AI has been called the \u201c<a href=\"https:\/\/www.forbes.com\/sites\/bernardmarr\/2024\/09\/06\/agentic-ai-the-next-big-breakthrough-thats-transforming-business-and-technology\/\">next big breakthrough<\/a>\u201d in AI transformation, with claims it will enhance employee productivity, increase the speed of decision-making, find trends in big data, and reduce operational costs. <br><br>A lot of this hype is grounded in reality. AI <em>will<\/em> be able to do all of these things (and do them 24\/7). And with <a href=\"https:\/\/www.independent.co.uk\/tech\/ai-deepseek-b2691112.html\">startups experimenting<\/a> with cheap AI models, costs aren\u2019t the sticking point they once were.\u00a0<br><br>No surprise that Salesforce, <a href=\"https:\/\/cloud.google.com\/products\/agent-builder?hl=en\">Google<\/a>, <a href=\"https:\/\/openai.com\/index\/introducing-operator\/\">OpenAI<\/a>, and <a href=\"https:\/\/www.ibm.com\/products\/watsonx-orchestrate\">IBM\/Watson<\/a> are all betting big on agentic AI, releasing platforms and offering cost-benefit analysis to convince leaders to make the switch.\u00a0<\/p><\/div>\n\t\n\t<\/div>\n\n<div\n\tclass=\"block-assets-and-copy js-block-assets-and-copy has-less-t-space\"\n\tdata-variant=\"copy-only\"\n\tdata-content-align=\"start\"\n>\n\t<h2\tclass=\"text text-sans-48 block-assets-and-copy__title\"\n\tdata-animation=\"slide\" data-animation-target=\"words\" >Challenges with AI agents\u00a0<\/h2><div\tdata-animation=\"slide-fade\" data-animation-target=\"inner-items-separate\" data-animation-delay=\"0.15\" data-animation-stagger=\"0.2\" class=\"block-assets-and-copy__content\" >\n\t<p\tclass=\"text text-sans-24 block-assets-and-copy__text\"\n\t>This all sounds great for business. However, it comes with many technical challenges.\u00a0<br><br>Agents rely on large language models, making it more difficult to reverse-engineer issues when an agent performs multiple tasks with varying outcomes. This introduces interesting cost and risk challenges that are hard to fully grasp before implementation.\u00a0\u00a0<br><br>This means\u2013don\u2019t rush to abdicate critical tasks to an agent. Instead, approach it as if you were working to develop and build capability &#8211; only this time, it&#8217;s not a human.\u00a0<\/p><\/div>\n\t\n\t<\/div>\n\n<div\n\tclass=\"block-assets-and-copy js-block-assets-and-copy has-less-t-space\"\n\tdata-variant=\"copy-only\"\n\tdata-content-align=\"start\"\n>\n\t<h2\tclass=\"text text-sans-48 block-assets-and-copy__title\"\n\tdata-animation=\"slide\" data-animation-target=\"words\" >Practical implementation\u00a0<\/h2><div\tdata-animation=\"slide-fade\" data-animation-target=\"inner-items-separate\" data-animation-delay=\"0.15\" data-animation-stagger=\"0.2\" class=\"block-assets-and-copy__content\" >\n\t<p\tclass=\"text text-sans-24 block-assets-and-copy__text\"\n\t>Tried and true rules still apply. You don\u2019t need to overhaul your entire organisation overnight. Here\u2019s how to dip your toes into the AI agent waters without drowning in complexity:\u00a0<br><br><strong>Start small <\/strong>\u2013 Begin with low-risk, high-value tasks like summarisation, data organisation, or research assistance. This allows you to test AI capabilities without impacting critical workflows.<br><br><strong>Use AI as an assistant, not a replacement<\/strong> \u2013 Position the AI agent as a co-pilot supporting humans, not an autonomous decision-maker. Always have a human review AI-generated outputs, especially for important or sensitive decisions.<br><br><strong>Apply guardrails <\/strong>\u2013 Set up human-in-the-loop validation, data privacy controls, and monitoring to prevent AI from making errors that could cause harm. Restrict its access to sensitive information and critical functions.<br><br><strong>Measure and iterate <\/strong>\u2013 Track key metrics like accuracy, time saved, and error rates to ensure the AI is truly adding value. Regularly update prompts, training methods, and workflows based on real-world performance data.<br><br><strong>Scale responsibly \u2013<\/strong> Only expand AI agent responsibilities when accuracy and reliability are proven. Introduce AI to higher-value tasks gradually, ensuring ongoing oversight and accountability.\u00a0<br><br><strong>Educate your team<\/strong>: AI agents won\u2019t work unless your team knows how to work with them. Your team will need to manage them.<br><br><strong>Don\u2019t build custom technology:<\/strong> Partner with reputable vendors specialising in AI agents\u00a0 (Salesforce, Google, OpenAI, etc.). Their solutions will be battle-tested.\u00a0<br><\/p><\/div>\n\t\n\t<\/div>\n\n<div\n\tclass=\"block-assets-and-copy js-block-assets-and-copy has-less-t-space\"\n\tdata-variant=\"copy-only\"\n\tdata-content-align=\"start\"\n>\n\t<h2\tclass=\"text text-sans-48 block-assets-and-copy__title\"\n\tdata-animation=\"slide\" data-animation-target=\"words\" >The agentic future will only accelerate\u00a0<\/h2><div\tdata-animation=\"slide-fade\" data-animation-target=\"inner-items-separate\" data-animation-delay=\"0.15\" data-animation-stagger=\"0.2\" class=\"block-assets-and-copy__content\" >\n\t<p\tclass=\"text text-sans-24 block-assets-and-copy__text\"\n\t>AI agents will power the future of business and continued <a href=\"https:\/\/www.deptagency.com\/solutions\/ai-transformation\/\">AI transformation<\/a>. Whether you\u2019re ready or not, agents will soon redefine your industry and workforce. It\u2019s not a question of <em>whether<\/em> you should adopt this technology\u2014it\u2019s a question of <em>how <\/em>you can adapt while balancing speed and risk. <em>\u00a0<\/em><\/p><\/div>\n\t\n\t<\/div>\n\n<div class=\"block-custom-listing has-top-border\">\n\t<h2\tclass=\"text text-sans-48 block-custom-listing__title is-bold-sans\"\n\tdata-animation=\"slide\" data-animation-target=\"words\" data-animation-stagger=\"0.015\" ><strong>ON OUR<\/strong> <span class=\"is-fancy-serif\">Mind<\/span> <\/h2><a\tclass=\"button-v2 text-sans-16 is-outline block-custom-listing__cta\" data-animation=\"slide-fade\" data-animation-delay=\"0.75\" href=\"https:\/\/www.deptagency.com\/en-au\/insights\/\" >\n\tVIEW ALL INSIGHTS<\/a>\n\t<div\n\t\tclass=\"block-custom-listing__items\"\n\t\tdata-animation=\"fade\"\n\t\tdata-animation-target=\"inner-items-separate\"\n\t\tdata-animation-delay=\"0.25\"\n\t\tdata-animation-stagger=\"0.1\">\n\t\t<a\n\tclass=\"listing-card-v2 is-sixteen-nine-wide\" href=\"https:\/\/www.deptagency.com\/insight\/despite-the-tiktok-ban-brainrot-content-isnt-going-anywhere\/\" >\n\t\t\t<div class=\"listing-card-v2__media-container\">\n\t\t\t<picture class=\"listing-card-v2__image-picture\">\n\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"listing-card-v2__image\" src=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2025\/01\/TikTok-ban-insight-image-1000x1200-1.png\" alt=\"\">\n\t\t\t<\/picture>\n\t\t\t\t\t<\/div>\n\t\n\t<div class=\"listing-card-v2__meta\">\n\t\t<div class=\"listing-card-v2__type-tag text-sans-14\" style=\"--background-color: var(--global-colors-refreshed-yellow\">\n\t\t\t<div aria-hidden=\"true\">\n\t\t\t\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' viewBox='0 0 16 16' fill='none'><path d='M4.166 11.167h4.333v-1H4.166v1Zm6.667 0h1V4.834h-1v6.333ZM4.166 8.501h4.333v-1H4.166v1Zm0-2.667h4.333v-1H4.166v1Zm-1.295 7.833a1.16 1.16 0 0 1-.855-.35 1.163 1.163 0 0 1-.35-.855V3.54c0-.337.117-.622.35-.855.233-.233.518-.35.855-.35h10.256c.337 0 .622.117.856.35.233.233.35.518.35.855v8.923c0 .337-.117.622-.35.855-.234.234-.519.35-.856.35H2.871Zm0-1h10.256a.196.196 0 0 0 .141-.064.196.196 0 0 0 .065-.14V3.538a.196.196 0 0 0-.065-.14.195.195 0 0 0-.14-.065H2.87a.196.196 0 0 0-.14.064.196.196 0 0 0-.065.141v8.923c0 .052.021.098.064.141.043.043.09.064.141.064Z' fill='currentColor'\/><path d='M2.666 12.667V3.334m1.5 7.833h4.333v-1H4.166v1Zm6.667 0h1V4.834h-1v6.333ZM4.166 8.501h4.333v-1H4.166v1Zm0-2.667h4.333v-1H4.166v1Zm-1.295 7.833a1.16 1.16 0 0 1-.855-.35 1.163 1.163 0 0 1-.35-.855V3.54c0-.337.117-.622.35-.855.233-.233.518-.35.855-.35h10.256c.337 0 .622.117.856.35.233.233.35.518.35.855v8.923c0 .337-.117.622-.35.855-.234.234-.519.35-.856.35H2.871Zm0-1h10.256a.196.196 0 0 0 .141-.064.196.196 0 0 0 .065-.14V3.538a.196.196 0 0 0-.065-.14.195.195 0 0 0-.14-.065H2.87a.196.196 0 0 0-.14.064.196.196 0 0 0-.065.141v8.923c0 .052.021.098.064.141.043.043.09.064.141.064Z' stroke='currentColor' stroke-width='0.25' fill='none'\/><\/svg>\t\t\t<\/div>\n\n\t\t\t<span>\n\t\t\t\tInsight\t\t\t<\/span>\n\t\t<\/div>\n\n\t\t\t\t\t<ul class=\"listing-card-v2__tags text-sans-16\" role=\"presentation\">\n\t\t\t\t<li\tclass=\"listing-card-v2__tag\" >\n\t<span aria-hidden='true'>(<\/span>&nbsp;<span>Brand &amp; Media<\/span>&nbsp;<span aria-hidden='true'>)<\/span><\/li>\t\t\t<\/ul>\n\t\t\n\t\t<p\tclass=\"text text-sans-24 listing-card-v2__title\"\n\t>Ban or no ban, TikTok&#8217;s \u201cbrainrot\u201d content isn&#8217;t going anywhere<\/p>\t<\/div>\n\n\t<\/a><a\n\tclass=\"listing-card-v2 is-sixteen-nine\" href=\"https:\/\/www.deptagency.com\/insight\/5-ai-predictions-for-2025\/\" >\n\t\t\t<div class=\"listing-card-v2__media-container\">\n\t\t\t<picture class=\"listing-card-v2__image-picture\">\n\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"listing-card-v2__image\" src=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2025\/01\/5-AI-predictions-2025.png\" alt=\"\">\n\t\t\t<\/picture>\n\t\t\t\t\t<\/div>\n\t\n\t<div class=\"listing-card-v2__meta\">\n\t\t<div class=\"listing-card-v2__type-tag text-sans-14\" style=\"--background-color: var(--global-colors-refreshed-yellow\">\n\t\t\t<div aria-hidden=\"true\">\n\t\t\t\t<svg xmlns='http:\/\/www.w3.org\/2000\/svg' width='16' height='16' viewBox='0 0 16 16' fill='none'><path d='M4.166 11.167h4.333v-1H4.166v1Zm6.667 0h1V4.834h-1v6.333ZM4.166 8.501h4.333v-1H4.166v1Zm0-2.667h4.333v-1H4.166v1Zm-1.295 7.833a1.16 1.16 0 0 1-.855-.35 1.163 1.163 0 0 1-.35-.855V3.54c0-.337.117-.622.35-.855.233-.233.518-.35.855-.35h10.256c.337 0 .622.117.856.35.233.233.35.518.35.855v8.923c0 .337-.117.622-.35.855-.234.234-.519.35-.856.35H2.871Zm0-1h10.256a.196.196 0 0 0 .141-.064.196.196 0 0 0 .065-.14V3.538a.196.196 0 0 0-.065-.14.195.195 0 0 0-.14-.065H2.87a.196.196 0 0 0-.14.064.196.196 0 0 0-.065.141v8.923c0 .052.021.098.064.141.043.043.09.064.141.064Z' fill='currentColor'\/><path d='M2.666 12.667V3.334m1.5 7.833h4.333v-1H4.166v1Zm6.667 0h1V4.834h-1v6.333ZM4.166 8.501h4.333v-1H4.166v1Zm0-2.667h4.333v-1H4.166v1Zm-1.295 7.833a1.16 1.16 0 0 1-.855-.35 1.163 1.163 0 0 1-.35-.855V3.54c0-.337.117-.622.35-.855.233-.233.518-.35.855-.35h10.256c.337 0 .622.117.856.35.233.233.35.518.35.855v8.923c0 .337-.117.622-.35.855-.234.234-.519.35-.856.35H2.871Zm0-1h10.256a.196.196 0 0 0 .141-.064.196.196 0 0 0 .065-.14V3.538a.196.196 0 0 0-.065-.14.195.195 0 0 0-.14-.065H2.87a.196.196 0 0 0-.14.064.196.196 0 0 0-.065.141v8.923c0 .052.021.098.064.141.043.043.09.064.141.064Z' stroke='currentColor' stroke-width='0.25' fill='none'\/><\/svg>\t\t\t<\/div>\n\n\t\t\t<span>\n\t\t\t\tInsight\t\t\t<\/span>\n\t\t<\/div>\n\n\t\t\t\t\t<ul class=\"listing-card-v2__tags text-sans-16\" role=\"presentation\">\n\t\t\t\t<li\tclass=\"listing-card-v2__tag\" >\n\t<span aria-hidden='true'>(<\/span>&nbsp;<span>AI Transformation<\/span>&nbsp;<span aria-hidden='true'>)<\/span><\/li>\t\t\t<\/ul>\n\t\t\n\t\t<p\tclass=\"text text-sans-24 listing-card-v2__title\"\n\t>5 AI predictions for 2025\u00a0<\/p>\t<\/div>\n\n\t<\/a>\t<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":94,"featured_media":4371190,"template":"","meta":{"_acf_changed":false,"es_utils_meta_schema":"","dept_alt_featured_image":[],"dept_algolia_noindex":false,"dept_algolia_featured":false,"member_job_title":"","member_linkedin_url":"","footnotes":""},"person":[263],"insight-topics":[42892],"class_list":["post-4371189","article","type-article","status-publish","has-post-thumbnail","hentry"],"acf":{"dept_is_3q_page":false,"dept_insight_featured":true,"dept_current_cpt_partner":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI agents: A practical guide to implementation - DEPT\u00ae<\/title>\n<meta name=\"description\" content=\"Agentic AI sounds great, but it comes with many technical challenges. Here is a practical viewpoint about implementing AI agents in your workforce.\" \/>\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.deptagency.com\/en-in\/insight\/a-practical-guide-to-implementing-ai-agents\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI agents: A practical guide to implementation - DEPT\u00ae\" \/>\n<meta property=\"og:description\" content=\"Agentic AI sounds great, but it comes with many technical challenges. 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