{"id":14498,"date":"2026-09-07T19:11:24","date_gmt":"2026-09-07T17:11:24","guid":{"rendered":"https:\/\/deltaagile.com\/?p=14498"},"modified":"2026-09-07T19:11:29","modified_gmt":"2026-09-07T17:11:29","slug":"ai-integrator-as-a-transitional-strategic-role","status":"publish","type":"post","link":"https:\/\/deltaagile.com\/en\/ai-integrator-as-a-transitional-strategic-role\/","title":{"rendered":"AI INTEGRATOR AS A TRANSITIONAL STRATEGIC ROLE"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14498\" class=\"elementor elementor-14498 elementor-14459\" data-elementor-post-type=\"post\">\n\t\t\t\t<div data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-element elementor-element-1e15c09 e-flex e-con-boxed e-con e-parent\" data-id=\"1e15c09\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2d5aed5 elementor-widget elementor-widget-text-editor\" data-id=\"2d5aed5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Continuing in the spirit of the <a href=\"https:\/\/deltaagile.com\/en\/agile-works-for-us-and-yet\/\" target=\"_blank\" rel=\"noopener\">previous article<\/a>. AI has redistributed workloads within the development process. These have shifted from programming toward prototype verification. Companies are slowly adapting to this, but the process has proven to be much more complex than it initially seemed. This is due to:    <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4494238 elementor-widget elementor-widget-text-editor\" data-id=\"4494238\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>a vast multitude of AI tools competing for market share,<\/li><li>the narrow specialization of AI tools, which often cover only a small segment of the product development cycle,<\/li><li>technically and procedurally incompatible AI platforms that complicate the integration of various AI tools into the product workflow,<\/li><li>the extremely rapid evolution and changes in AI tools, which outpace companies&#8217; ability to integrate them.<\/li><\/ul><p>For this reason, a need for the role of <strong>AI integrator<\/strong> has emerged within organizations. His\/her task is to ensure, during the maturation period of AI tools, that new AI tools are kept up to date and integrated into the development process, while also educating employees. <\/p><p>This, of course, does not mean that from now on, developers will no longer independently research and incorporate AI tools into the process. Not at all. Developers know their needs best. However, the AI integrator will work with developers attempting to integrate these tools into a holistic organizational workflow that also includes product discovery, marketing, and perhaps even finance.   <\/p><p>AI integrator will be particularly helpful to the product manager, whose focus must not be on technology, but on user needs.<\/p><p>Tasks of the AI integrator should roughly translate to the following activities:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bfb9b0a elementor-widget elementor-widget-text-editor\" data-id=\"bfb9b0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li><strong>Technology scouting<\/strong> \u2013 monitoring new models, agents, MCP\/API integrations, and specialized AI services.<\/li><li><strong>Evaluation<\/strong> \u2013 practical testing on real organizational use cases, not just monitoring benchmarks.<\/li><li><strong>Workflow engineering<\/strong> \u2013 replacing or adding tools to existing processes and connecting agents, data, and applications.<\/li><li><strong>Governance<\/strong> \u2013 security, privacy, compliance, costs, agent permissions, traceability, and defining boundaries of autonomy.<\/li><li><strong>Training<\/strong> employees and assisting teams in utilizing new capabilities.<\/li><li><strong>Continuous optimization<\/strong> \u2013 monitoring whether the existing AI workflow still represents the best way of working. Due to the development of new AI tools, it may occasionally be necessary to completely replace the existing workflow with a different one. <\/li><\/ul><p>The function of the AI integrator is thus somewhere at the intersection of <strong>IT architect, business analyst, process engineer, AI expert, and change agent<\/strong>. It can also be viewed as an operational function, but given that the AI integrator&#8217;s activity creates a clear competitive advantage, I consider it to be essentially a strategic function operating at an operational level. This function affects the processes of the entire organization.  <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0defec2 elementor-widget elementor-widget-image\" data-id=\"0defec2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"400\" height=\"267\" src=\"https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Process.jpg\" class=\"attachment-large size-large wp-image-14473\" alt=\"AI integrator\" srcset=\"https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Process.jpg 400w, https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Process-300x200.jpg 300w\" sizes=\"(max-width: 400px) 100vw, 400px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f43bd64 elementor-widget elementor-widget-text-editor\" data-id=\"f43bd64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Since the greatest procedural changes are currently occurring in the field of <strong>product management<\/strong>, let us return to this activity. At this moment, product management is supported by quite a few (often disconnected) AI tools. The table below is a snapshot of the moment I was writing the article. It was generated by ChatGPT and is not a reference. It is very likely that by the time you read this article, the table will already be slightly outdated. It is here only to illustrate the multitude of tools available to us in the product lifecycle.     <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff5f511 elementor-widget elementor-widget-image\" data-id=\"ff5f511\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"875\" src=\"https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Tabela-orodij-1024x875.jpg\" class=\"attachment-large size-large wp-image-14464\" alt=\"AI integrator\" srcset=\"https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Tabela-orodij-1024x875.jpg 1024w, https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Tabela-orodij-300x256.jpg 300w, https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Tabela-orodij-768x657.jpg 768w, https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Tabela-orodij-600x513.jpg 600w, https:\/\/deltaagile.com\/wp-content\/uploads\/2026\/09\/Tabela-orodij.jpg 1096w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18b7f1e elementor-widget elementor-widget-text-editor\" data-id=\"18b7f1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Due to their different focuses, the AI integrator must not displace the <strong>product manager<\/strong>. The latter primarily deals with non-technical factors and must maintain direct contact with end users. Their focus remains on answering the following questions:  <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50d6c7a elementor-widget elementor-widget-text-editor\" data-id=\"50d6c7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>what do we want to know out about users or the market,<\/li><li>which <a href=\"https:\/\/deltaagile.com\/en\/produkt\/product-owner-course\/\" target=\"_blank\" rel=\"noopener\">Product Discovery<\/a> methods we will use (interviews, surveys, statistics, user testing, telemetry&#8230;),<\/li><li>which metrics we need for decision-making,<\/li><li>do users know how to use our solution,<\/li><li>do we know how to develop the solution,<\/li><li>does the organization support the development of the solution.<\/li><\/ul><p>On the other hand, <strong>AI integrator<\/strong> will support the development process by answering questions such as:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4fa096 elementor-widget elementor-widget-text-editor\" data-id=\"a4fa096\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>which tool we will use to measure the impact,<\/li><li>which agents, models, or APIs will be most useful in this regard,<\/li><li>how to connect AI tools into an efficient organizational workflow,<\/li><li>which data sources we need,<\/li><li>what limitations we set for AI agents,<\/li><li>local vs. SaaS models\/vector databases,<\/li><li>build vs. buy \u2013 preventing vendor lock-in<\/li><\/ul><p>These activities can be envisioned as an abstraction layer that operationally supports the realization of product management needs and other organizational functions. These functions use AI services regardless of which underlying technology currently supports those services. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2dda90 elementor-widget elementor-widget-heading\" data-id=\"b2dda90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CONCLUSION<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22cd741 elementor-widget elementor-widget-text-editor\" data-id=\"22cd741\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The AI integrator is a transitional role that will provide organizations with a cutting-edge competitive advantage during the turbulent development of AI tools. Once AI tools mature and market consolidation occurs, this role will likely become redundant, and its tasks will be dispersed throughout the organization. The AI integrator will likely follow the path of <a href=\"https:\/\/www.port.io\/blog\/platform-engineer\" target=\"_blank\" rel=\"noopener\">build engineers<\/a>, classic DBAs, and tape operators. The technologies still exist, but they have been operationally absorbed by other processes and integrations. At this moment, however, it is a strategically important role.    <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Continuing in the spirit of the previous article. AI has redistributed workloads within the development process. These have shifted from programming toward prototype verification. Companies are slowly adapting to this, but the process has proven to be much more complex than it initially seemed. This is due to: a vast multitude of AI tools competing [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":14461,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[72],"tags":[],"class_list":["post-14498","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-advanced-approaches"],"_links":{"self":[{"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/posts\/14498","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/comments?post=14498"}],"version-history":[{"count":4,"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/posts\/14498\/revisions"}],"predecessor-version":[{"id":14502,"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/posts\/14498\/revisions\/14502"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/media\/14461"}],"wp:attachment":[{"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/media?parent=14498"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/categories?post=14498"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/deltaagile.com\/en\/wp-json\/wp\/v2\/tags?post=14498"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}