{"id":34640,"date":"2026-05-11T13:31:17","date_gmt":"2026-05-11T13:31:17","guid":{"rendered":"https:\/\/www.europesays.com\/ai\/34640\/"},"modified":"2026-05-11T13:31:17","modified_gmt":"2026-05-11T13:31:17","slug":"cutting-corners-on-context-costs-ai-agents-roi-gartner-warns","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/ai\/34640\/","title":{"rendered":"Cutting corners on context costs AI agents ROI, Gartner warns"},"content":{"rendered":"<p>Cutting corners on context could be costing enterprises from reaching the full potential of their AI agent deployments.<\/p>\n<p>Neglecting semantics will cause AI agents to be inaccurate and inefficient, exposing organisations to wasted spending and increased data and AI governance vulnerabilities, said Gartner, Inc.<\/p>\n<p>AI agents need to understand the context inputs in each step of the agentic workflow to deliver accurate responses at an optimal cost.<\/p>\n<p><a href=\"https:\/\/www.scotsecurewest.com\/\" target=\"_blank\" title=\"Scot-Secure West Summit\" rel=\"noopener noreferrer nofollow\"><img class=\"lazyload\" decoding=\"async\" src=\"https:\/\/www.europesays.com\/ai\/wp-content\/uploads\/2026\/05\/SSW26-Hubspot-Banners.jpg\" alt=\"Scot-Secure West Summit\"\/><\/a><\/p>\n<p>\u201cAgentic AI outcomes depend on context including semantic representations of data,\u201d\u00a0 Rita Sallam, Distinguished VP Analyst at Gartner, said.<\/p>\n<p>\u201cWithout context \u2013 a clear understanding of the specific relationships and rules within an organisation\u2019s data \u2013 AI agents cannot operate accurately and are far more likely to hallucinate, introduce bias and produce unreliable results.<\/p>\n<p>\u201cOrganisations that fail to adopt comprehensive context structures \u2014 supported by a robust data layer \u2014 will perpetuate data inefficiencies and face heightened financial costs, as well as legal and reputational damage.\u201d<\/p>\n<p>Gartner predicts that by 2027, organizations that prioritize semantics in AI-ready data will increase their agentic AI accuracy by up to 80% and reduce costs by up to 60%.<\/p>\n<p>Gartner advises data and analytics (D&amp;A) leaders to establish a context layer as a core component of their D&amp;A infrastructure. Traditional schema-based data models alone no longer suffice for agentic AI because they lack business context and data meaning.<\/p>\n<p>Recommended reading<\/p>\n<p>Gartner expects that regulators will demand greater semantic transparency, and boards will increasingly treat semantic governance as both a strategic risk and a competitive opportunity.<\/p>\n<p>\u201cContext with semantic coherence will become a cost-control and trust strategy, not a nice-to-have,\u201d said Sallam. \u201cBy reducing errors and increasing trust, semantics will push organizations to budget for semantic capabilities as a non-negotiable foundation.\u201d<\/p>\n<p>\n\tRelated<\/p>\n","protected":false},"excerpt":{"rendered":"Cutting corners on context could be costing enterprises from reaching the full potential of their AI agent deployments.&hellip;\n","protected":false},"author":2,"featured_media":34641,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[179,7493,24,405,22082,203],"class_list":["post-34640","post","type-post","status-publish","format-standard","has-post-thumbnail","category-agentic-ai","tag-agentic-ai","tag-agentic-artificial-intelligence","tag-ai","tag-ai-agents","tag-ai-data","tag-data"],"_links":{"self":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/34640","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/comments?post=34640"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/34640\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media\/34641"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media?parent=34640"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/categories?post=34640"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/tags?post=34640"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}