{"id":101827,"date":"2026-05-06T12:49:43","date_gmt":"2026-05-06T16:49:43","guid":{"rendered":"https:\/\/granicus.com\/?post_type=blog_posts&#038;p=101827"},"modified":"2026-05-06T12:49:43","modified_gmt":"2026-05-06T16:49:43","slug":"when-all-ai-looks-the-same-a-public-sector-story-about-choosing-the-right-ai-tool","status":"publish","type":"blog_posts","link":"https:\/\/granicus.com\/uk\/blog\/when-all-ai-looks-the-same-a-public-sector-story-about-choosing-the-right-ai-tool\/","title":{"rendered":"When all AI looks the same: A public sector story about choosing the right AI tool"},"content":{"rendered":"","protected":false},"author":36,"featured_media":101882,"template":"","resource_tax_market":[186],"resource_tax_dept":[201],"resource_tax_type":[164],"resource_tax_region":[],"resource_tax_outcomes":[251],"resource_tax_topic":[],"resource_tax_products":[],"resource_tax_solutions":[211,360],"resource_tax_services":[],"class_list":["post-101827","blog_posts","type-blog_posts","status-publish","has-post-thumbnail","hentry","resource_tax_market-local-government-uk","resource_tax_dept-transformation-uk","resource_tax_type-blogs-uk","resource_tax_outcomes-operational-efficiency","resource_tax_solutions-digital-self-service-uk","resource_tax_solutions-service-cloud-uk"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A public sector story about choosing the right AI tool | Granicus<\/title>\n<meta name=\"description\" content=\"Not all AI is built for public services. 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the <a href=\"https:\/\/granicus.com\/uk\/resource\/artificial-intelligence-ai-for-government\/\">topic of AI<\/a> comes up in public sector meetings these days, the reaction is almost universal: plenty of nods, lots of interest &#8230; and quite a bit of uncertainty. This reaction is understandable; after all, across government, health, policing, blue\u2011light services, and national agencies, teams are exploring how AI can help with increasing demand, complex caseloads, and the seemingly never-ending pressure to deliver more with less. <\/p>\n<p>Yet, with so many tools being marketed as \u201cintelligent,\u201d \u201cautomated,\u201d or \u201ctransformational,\u201d a challenge is emerging: <\/p>\n<p>Everything looks like AI and yet not everything is built for public service delivery. <\/p>\n<p>This became clear during a recent workshop with a public sector organisation. Their digital team had been trialling an internal Copilot tool, their contact centre was experimenting with a chatbot, and a separate initiative involved exploring automation for service requests. <\/p>\n<p>Different tools, different goals \u2014 yet all grouped together under the banner of AI. <\/p>\n<p>This wasn\u2019t confusion driven by technology; rather, it was confusion driven by assumptions.<\/p>\n"},{"acf_fc_layout":"anchor","anchor_name":"A moment that sparked the real question"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>A moment that sparked the real question<\/h2>\n<p>During the session, someone asked a simple question: <\/p>\n<p>\u201c<em>Couldn\u2019t we just use our Copilot tool to answer public enquiries as well?<\/em>\u201d <\/p>\n<p>It was a reasonable question; after all, Copilot \u2014 and other generative AI tools \u2014 can summarise information, draft helpful responses, and analyse documents. If they can do that internally, why not externally? <\/p>\n<p>But the room fell quiet. <\/p>\n<p>Because this is where surface\u2011level similarities hide deeper differences:<\/p>\n<ul>\n<li>Generative AI tools are designed to help staff be more productive.<\/li>\n<li>Chatbots are designed to answer predictable questions. <\/li>\n<\/ul>\n<p>Public\u2011facing services, however, require something altogether different. <\/p>\n<p>They need an AI solution that can guide a person through a process, collect details accurately, trigger workflows, and ensure guardrails are in place every step of the way. They need a solution grounded in verified organisational content \u2014 not open\u2011ended reasoning. <\/p>\n<p>They need certainty, not interpretation. <\/p>\n<p>This was the moment the team realised they weren\u2019t evaluating three tools that did the same job; <a href=\"https:\/\/granicus.com\/uk\/blog\/dear-ai-please-dont-run-the-council-why-the-robots-arent-ready-to-rule-us-just-yet\/\">they were evaluating three different types of AI<\/a>, each with a completely different purpose. <\/p>\n"},{"acf_fc_layout":"anchor","anchor_name":"A familiar pattern across the UK public sector"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>A familiar pattern across the UK public sector<\/h2>\n<p>Variations of this conversation are happening everywhere:<\/p>\n<ul>\n<li>A <a href=\"https:\/\/granicus.com\/uk\/market\/healthcare\/\">health provider<\/a> compares a chatbot with an internal assistant, wondering why neither can reliably collect patient information. <\/li>\n<li>A <a href=\"https:\/\/granicus.com\/uk\/market\/emergency-services\/\">police force<\/a> tests a general AI assistant but stops when it can\u2019t follow operational guardrails. <\/li>\n<li>A <a href=\"https:\/\/granicus.com\/uk\/market\/central-government\/\">central government<\/a> agency invests in automation yet finds gaps when a tool can\u2019t complete multi\u2011step processes. <\/li>\n<li>A <a href=\"https:\/\/granicus.com\/uk\/market\/local-government\/\">local authority<\/a> pilots a digital assistant only to discover it cannot integrate with case management systems. <\/li>\n<\/ul>\n<p>Each experience reinforces the same realisation: <\/p>\n<p>Public\u2011facing services demand task\u2011oriented, secure, workflow\u2011capable AI \u2014 not generic tools or basic bots. <\/p>\n<p>This isn\u2019t a criticism of generative AI tools or chatbots, each of which serve a purpose. But the stakes are different in the public sector. Here, <a href=\"https:\/\/granicus.com\/uk\/resource\/the-time-is-now-leveraging-ai-ml-to-transform-public-services\/\">accuracy is critical and security is essential<\/a>. Processes vary by service, by policy, by audience. <\/p>\n<p>In this sphere, it\u2019s not just about answering a question, but about getting something <em>done<\/em>.<\/p>\n"},{"acf_fc_layout":"anchor","anchor_name":"The turning point: When AI moves from conversation to action"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>The turning point: When AI moves from conversation to action<\/h2>\n<p>In every organisation, there comes a point when internal efficiency tools aren\u2019t enough. While generative AI tools help staff work faster and chatbots help reduce simple enquiries, frontline services are different.<\/p>\n<p>They involve:<\/p>\n<ul>\n<li>Multiple steps <\/li>\n<li>Unpredictable scenarios <\/li>\n<li>Language accessibility <\/li>\n<li>Governance requirements <\/li>\n<li>Workflow initiation <\/li>\n<li>Ongoing updates or case changes <\/li>\n<\/ul>\n<p>This is where agentic solutions \u2014 like <a href=\"https:\/\/granicus.com\/uk\/gxa\/\">Government Experience Agent (GXA)<\/a> from Granicus \u2014 become essential.<\/p>\n<p>This is not because they are \u201csmarter,\u201d but because they are purpose\u2011built. They:<\/p>\n<ul>\n<li>Use verified organisational content <\/li>\n<li>Handle action, not just dialogue <\/li>\n<li>Integrate with operational systems <\/li>\n<li>Are designed for the public, not just internal teams <\/li>\n<\/ul>\n<p>These distinctions change <em>everything<\/em>.<\/p>\n"},{"acf_fc_layout":"anchor","anchor_name":"A practical guide for leaders navigating this complexity"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>A practical guide for leaders navigating this complexity<\/h2>\n<p>Because this challenge is now so widespread across public sector organisations, we created a resource to effectively map the AI landscape, helping professionals within sphere find the right tool for the task at hand. <\/p>\n<p>Our new eBook, \u201c<a href=\"https:\/\/granicus.com\/uk\/resource\/making-sense-of-ai-in-public-services\/\">Making sense of AI in public services<\/a>,\u201d explains:<\/p>\n<ul>\n<li>The three categories of AI that matter. <\/li>\n<li>Where each one fits within public sector service delivery. <\/li>\n<li>Why public\u2011facing AI must be workflow\u2011capable and guardrail\u2011driven. <\/li>\n<li>How to assess which tools match your organisation\u2019s needs. <\/li>\n<li>A 90\u2011day roadmap for exploring and deploying agentic AI. <\/li>\n<\/ul>\n"},{"acf_fc_layout":"anchor","anchor_name":"See the difference in action"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>See the difference in action<\/h2>\n<p>If your team is evaluating how AI could enhance public engagement, streamline service delivery, or support capacity pressures, you can also explore our agentic AI solution in a live demonstration. <\/p>\n<p><a href=\"https:\/\/granicus.com\/uk\/book-a-demo\/\">Book a 30\u2011minute GXA demo<\/a> to see how agentic AI supports end\u2011to\u2011end interactions.<\/p>\n"}],"2_column_w_sidebar":{"page_content_builder":[{"acf_fc_layout":"wysiwyg","wysiwyg":"<p>When the <a href=\"https:\/\/granicus.com\/uk\/resource\/artificial-intelligence-ai-for-government\/\">topic of AI<\/a> comes up in public sector meetings these days, the reaction is almost universal: plenty of nods, lots of interest &#8230; and quite a bit of uncertainty. This reaction is understandable; after all, across government, health, policing, blue\u2011light services, and national agencies, teams are exploring how AI can help with increasing demand, complex caseloads, and the seemingly never-ending pressure to deliver more with less. <\/p>\n<p>Yet, with so many tools being marketed as \u201cintelligent,\u201d \u201cautomated,\u201d or \u201ctransformational,\u201d a challenge is emerging: <\/p>\n<p>Everything looks like AI and yet not everything is built for public service delivery. <\/p>\n<p>This became clear during a recent workshop with a public sector organisation. Their digital team had been trialling an internal Copilot tool, their contact centre was experimenting with a chatbot, and a separate initiative involved exploring automation for service requests. <\/p>\n<p>Different tools, different goals \u2014 yet all grouped together under the banner of AI. <\/p>\n<p>This wasn\u2019t confusion driven by technology; rather, it was confusion driven by assumptions.<\/p>\n"},{"acf_fc_layout":"anchor","anchor_name":"A moment that sparked the real question"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>A moment that sparked the real question<\/h2>\n<p>During the session, someone asked a simple question: <\/p>\n<p>\u201c<em>Couldn\u2019t we just use our Copilot tool to answer public enquiries as well?<\/em>\u201d <\/p>\n<p>It was a reasonable question; after all, Copilot \u2014 and other generative AI tools \u2014 can summarise information, draft helpful responses, and analyse documents. If they can do that internally, why not externally? <\/p>\n<p>But the room fell quiet. <\/p>\n<p>Because this is where surface\u2011level similarities hide deeper differences:<\/p>\n<ul>\n<li>Generative AI tools are designed to help staff be more productive.<\/li>\n<li>Chatbots are designed to answer predictable questions. <\/li>\n<\/ul>\n<p>Public\u2011facing services, however, require something altogether different. <\/p>\n<p>They need an AI solution that can guide a person through a process, collect details accurately, trigger workflows, and ensure guardrails are in place every step of the way. They need a solution grounded in verified organisational content \u2014 not open\u2011ended reasoning. <\/p>\n<p>They need certainty, not interpretation. <\/p>\n<p>This was the moment the team realised they weren\u2019t evaluating three tools that did the same job; <a href=\"https:\/\/granicus.com\/uk\/blog\/dear-ai-please-dont-run-the-council-why-the-robots-arent-ready-to-rule-us-just-yet\/\">they were evaluating three different types of AI<\/a>, each with a completely different purpose. <\/p>\n"},{"acf_fc_layout":"anchor","anchor_name":"A familiar pattern across the UK public sector"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>A familiar pattern across the UK public sector<\/h2>\n<p>Variations of this conversation are happening everywhere:<\/p>\n<ul>\n<li>A <a href=\"https:\/\/granicus.com\/uk\/market\/healthcare\/\">health provider<\/a> compares a chatbot with an internal assistant, wondering why neither can reliably collect patient information. <\/li>\n<li>A <a href=\"https:\/\/granicus.com\/uk\/market\/emergency-services\/\">police force<\/a> tests a general AI assistant but stops when it can\u2019t follow operational guardrails. <\/li>\n<li>A <a href=\"https:\/\/granicus.com\/uk\/market\/central-government\/\">central government<\/a> agency invests in automation yet finds gaps when a tool can\u2019t complete multi\u2011step processes. <\/li>\n<li>A <a href=\"https:\/\/granicus.com\/uk\/market\/local-government\/\">local authority<\/a> pilots a digital assistant only to discover it cannot integrate with case management systems. <\/li>\n<\/ul>\n<p>Each experience reinforces the same realisation: <\/p>\n<p>Public\u2011facing services demand task\u2011oriented, secure, workflow\u2011capable AI \u2014 not generic tools or basic bots. <\/p>\n<p>This isn\u2019t a criticism of generative AI tools or chatbots, each of which serve a purpose. But the stakes are different in the public sector. Here, <a href=\"https:\/\/granicus.com\/uk\/resource\/the-time-is-now-leveraging-ai-ml-to-transform-public-services\/\">accuracy is critical and security is essential<\/a>. Processes vary by service, by policy, by audience. <\/p>\n<p>In this sphere, it\u2019s not just about answering a question, but about getting something <em>done<\/em>.<\/p>\n"},{"acf_fc_layout":"anchor","anchor_name":"The turning point: When AI moves from conversation to action"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>The turning point: When AI moves from conversation to action<\/h2>\n<p>In every organisation, there comes a point when internal efficiency tools aren\u2019t enough. While generative AI tools help staff work faster and chatbots help reduce simple enquiries, frontline services are different.<\/p>\n<p>They involve:<\/p>\n<ul>\n<li>Multiple steps <\/li>\n<li>Unpredictable scenarios <\/li>\n<li>Language accessibility <\/li>\n<li>Governance requirements <\/li>\n<li>Workflow initiation <\/li>\n<li>Ongoing updates or case changes <\/li>\n<\/ul>\n<p>This is where agentic solutions \u2014 like <a href=\"https:\/\/granicus.com\/uk\/gxa\/\">Government Experience Agent (GXA)<\/a> from Granicus \u2014 become essential.<\/p>\n<p>This is not because they are \u201csmarter,\u201d but because they are purpose\u2011built. They:<\/p>\n<ul>\n<li>Use verified organisational content <\/li>\n<li>Handle action, not just dialogue <\/li>\n<li>Integrate with operational systems <\/li>\n<li>Are designed for the public, not just internal teams <\/li>\n<\/ul>\n<p>These distinctions change <em>everything<\/em>.<\/p>\n"},{"acf_fc_layout":"anchor","anchor_name":"A practical guide for leaders navigating this complexity"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>A practical guide for leaders navigating this complexity<\/h2>\n<p>Because this challenge is now so widespread across public sector organisations, we created a resource to effectively map the AI landscape, helping professionals within sphere find the right tool for the task at hand. <\/p>\n<p>Our new eBook, \u201c<a href=\"https:\/\/granicus.com\/uk\/resource\/making-sense-of-ai-in-public-services\/\">Making sense of AI in public services<\/a>,\u201d explains:<\/p>\n<ul>\n<li>The three categories of AI that matter. <\/li>\n<li>Where each one fits within public sector service delivery. <\/li>\n<li>Why public\u2011facing AI must be workflow\u2011capable and guardrail\u2011driven. <\/li>\n<li>How to assess which tools match your organisation\u2019s needs. <\/li>\n<li>A 90\u2011day roadmap for exploring and deploying agentic AI. <\/li>\n<\/ul>\n"},{"acf_fc_layout":"anchor","anchor_name":"See the difference in action"},{"acf_fc_layout":"wysiwyg","wysiwyg":"<h2>See the difference in action<\/h2>\n<p>If your team is evaluating how AI could enhance public engagement, streamline service delivery, or support capacity pressures, you can also explore our agentic AI solution in a live demonstration. <\/p>\n<p><a href=\"https:\/\/granicus.com\/uk\/book-a-demo\/\">Book a 30\u2011minute GXA demo<\/a> to see how agentic AI supports end\u2011to\u2011end interactions.<\/p>\n"}]},"sidebar_type":"sticky","content_builder_sidebar_group":{"content_builder_sidebar":[{"acf_fc_layout":"speaker_list","headline":"Author","speakers":[{"name":"Tracy Ryan","title":"Director of EMEA Marketing"}]},{"acf_fc_layout":"anchor_nav","headline":"Jump to topic"},{"acf_fc_layout":"link_list","headline":"Related resources","link_list":[{"link":{"title":"Making sense of AI in public services","url":"https:\/\/granicus.com\/uk\/resource\/making-sense-of-ai-in-public-services\/","target":""}},{"link":{"title":"Leveraging AI\/ML to transform public services","url":"https:\/\/granicus.com\/uk\/resource\/the-time-is-now-leveraging-ai-ml-to-transform-public-services\/","target":""}},{"link":{"title":"Next-generation public services: A digital transformation blueprint","url":"https:\/\/granicus.com\/uk\/resource\/next-generation-public-services-a-digital-transformation-blueprint\/","target":""}},{"link":{"title":"Striving for a brighter future: What digital maturity means to UK government","url":"https:\/\/granicus.com\/uk\/blog\/striving-for-a-brighter-future-what-digital-maturity-means-to-uk-government\/","target":""}}]}]},"posts_slider_group":{"show_section":true,"posts_slider":[{"add_anchor":false,"anchor_name":"","background_color":"green","slider_subhead":"","slider_headline":"Recent resources","slider_text":"","slider_type":"resource_posts","manual_resources":false,"slider_resource_tax":"recent","add_additional_filters":false,"department_filter":false,"market_filter":false,"outcome_filter":false,"product_filter":false,"region_filter":false,"solution_filter":false,"topic_filter":false,"slider_link":{"title":"View all resources","url":"\/uk\/learning-centre\/","target":""},"slider_link_icon":false}]},"post_slider_clone":{"posts_slider_group":{"show_section":true,"posts_slider":[{"add_anchor":false,"anchor_name":"","background_color":"green","slider_subhead":"","slider_headline":"Recent 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