{"id":35443,"date":"2026-01-15T11:24:51","date_gmt":"2026-01-15T10:24:51","guid":{"rendered":"https:\/\/stage2-fp.webenv.pl\/blog\/?p=35443"},"modified":"2026-01-15T11:47:34","modified_gmt":"2026-01-15T10:47:34","slug":"how-to-build-ai-poc","status":"publish","type":"post","link":"https:\/\/www.future-processing.com\/blog\/how-to-build-ai-poc\/","title":{"rendered":"How to build an AI PoC (Proof of Concept) and why is it worth it?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"35443\" class=\"elementor elementor-35443\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76c2eae8 e-con-full e-flex e-con e-parent\" data-id=\"76c2eae8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8605b2f elementor-widget elementor-widget-fp_breadcrumbs\" data-id=\"8605b2f\" data-element_type=\"widget\" data-widget_type=\"fp_breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-breadcrumbs  o-margin--first-section\">\n    <div class=\"o-container\">\n        <a\n            href=\"https:\/\/www.future-processing.com\"\n            class=\"o-breadcrumbs__link o-breadcrumbs__link--home\"\n            aria-label=\"Home\"\n            data-elementclick=\"Breadcrumbs link\"\n            data-elementname=\"Breadcrumbs Home\"\n        >\n            Home        <\/a>\n        <a\n            href=\"https:\/\/www.future-processing.com\/blog\"\n            class=\"o-breadcrumbs__link\"\n            aria-label=\"Blog\"\n            data-elementclick=\"Breadcrumbs link\"\n            data-elementname=\"Breadcrumbs Blog\"\n        >\n            Blog        <\/a>\n                                                                <span aria-current=\"page\" class=\"o-breadcrumbs__title\">How to build an AI PoC (Proof of Concept) and why is it worth it?<\/span>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-407ac93d toc-ignore elementor-widget elementor-widget-fp_banner-post\" data-id=\"407ac93d\" data-element_type=\"widget\" data-widget_type=\"fp_banner-post.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"s-banner-post o-margin__top--standard  o-margin__bottom--standard  m-gradient-light\" >\n    <div class=\"s-banner-post__background\">\n                    <img fetchpriority=\"high\" decoding=\"async\" width=\"1156\" height=\"603\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post.png 1156w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-300x156.png 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-1024x534.png 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-768x401.png 768w\" sizes=\"(max-width: 1156px) 100vw, 1156px\" \/>            <\/div>\n    <div class=\"o-container\">\n        <div class=\"row\">\n            <div\n                class=\"s-banner-post__categories col-small-24 col-tablet-22 col-medium-14 col-big-15 col-laptop-14 col-fullhd-13 col-qhd-15\"\n            >\n                                    <a\n                        href=\"https:\/\/www.future-processing.com\/blog\/?category=ai-ml\"\n                        class=\"s-banner-post__categories-button o-button o-button--secondary o-button--rounded o-button--s\"\n                    >\n                        AI\/ML                    <\/a>\n                            <\/div>\n            <div\n                class=\"s-banner-post__content col-small-24 col-tablet-22 col-medium-14 col-big-15 col-laptop-14 col-fullhd-13 col-qhd-15\"\n            >\n                <h1 class=\"f-headline-semi-huge f-line\">\n                    How to build an AI PoC (Proof of Concept) and why is it worth it?                <\/h1>\n                <div class=\"s-banner-post__description f-headline-extra-big\">\n                    Curious how a small, targeted experiment could unlock powerful AI insights for your organisation? Read on to find out.                <\/div>\n                <div class=\"s-banner-post__details\">\n                    <div class=\"s-banner-post__date f-paragraph\">\n                        <svg class='o-icon o-icon--16 o-icon--calendar '>\n            <use xlink:href='#icon-16_calendar'><\/use>\n          <\/svg>                        <b>Last update date: <\/b>\n                        15 January 2026                    <\/div>\n                                        \n<div class=\"o-social-media  f-paragraph\">\n    <b>Share on: <\/b>\n            <a href=\"http:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fhow-to-build-ai-poc%2F\" aria-label=\"Share on Facebook\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Facebook\">\n            <svg class='o-icon o-icon--16 o-icon--facebook '>\n            <use xlink:href='#icon-16_facebook'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fhow-to-build-ai-poc%2F\" aria-label=\"Share on Twitter\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Twitter\">\n            <svg class='o-icon o-icon--16 o-icon--x '>\n            <use xlink:href='#icon-16_x'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fhow-to-build-ai-poc%2F\" aria-label=\"Share on LinkedIn\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"LinkedIn\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin2 '>\n            <use xlink:href='#icon-16_linkedin-2'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n                <\/div>\n            <\/div>\n            <div\n                class=\"s-banner-post__authors-wrapper col-small-24 col-tablet-22 off-medium-1 col-medium-8 off-big-2 col-big-7 off-laptop-4 col-laptop-6 off-fullhd-5 off-qhd-2 col-qhd-7\"\n            >\n                <div class=\"o-pill o-pill--brand o-pill--circle\"><\/div>\n                <h2 class=\"s-banner-post__authors-header f-headline-semi-large f-line\">\n                    <strong>Written by:<\/strong>\n                <\/h2>\n                <div class=\"s-banner-post__authors\">\n                                                                    <div class=\"s-banner-post__author\">\n                            \n<div class=\"o-person-linkedin o-pill o-pill--image  o-person-linkedin--no-shadow o-person-linkedin--has-link\">\n            <img decoding=\"async\" width=\"240\" height=\"480\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/mszymkowski_blog_240_480.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/mszymkowski_blog_240_480.jpg 240w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/mszymkowski_blog_240_480-150x300.jpg 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>                <a class=\"o-person-linkedin__linkedin\" href=\"https:\/\/www.linkedin.com\/in\/maciej-szymkowski-75481a228\/\" target=\"_blank\" aria-label=\"LinkedIn\" data-elementclick=\"person-linkedin-url\" rel=\"noopener\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin '>\n            <use xlink:href='#icon-16_linkedin'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n                            <p class=\"f-paragraph s-banner-post__author-name\">\n                                Maciej Szymkowski                            <\/p>\n                                                            <p class=\"f-paragraph s-banner-post__author-position\">\n                                    Senior Machine Learning Engineer, Artificial Intelligence Researcher                                <\/p>\n                                                                                        <a href=\"https:\/\/www.future-processing.com\/blog\/author\/mszymkowski\/\" class=\"o-button o-button--tertiary o-button--arrow o-button--icon-right o-button--m\">\n                                    More from this author                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--24 o-icon--arrow '>\n            <use xlink:href='#icon-24_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                                    <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7147ee1d e-flex e-con-boxed e-con e-child\" data-id=\"7147ee1d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-30c8894c e-con-full e-flex e-con e-child\" data-id=\"30c8894c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e921dbe elementor-widget elementor-widget-table-of-contents\" data-id=\"7e921dbe\" data-element_type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;exclude_headings_by_selector&quot;:&quot;.toc-ignore&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;marker_view&quot;:&quot;numbers&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_widescreen&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_laptop&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet_extra&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile_extra&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h2 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of contents\t\t\t<\/h2>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__7e921dbe\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28972c42 elementor-widget elementor-widget-fp_social-media\" data-id=\"28972c42\" data-element_type=\"widget\" data-widget_type=\"fp_social-media.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-social-media o-social-media--border f-paragraph\">\n    <b>Share on: <\/b>\n            <a href=\"http:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fhow-to-build-ai-poc%2F\" aria-label=\"Share on Facebook\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Facebook\">\n            <svg class='o-icon o-icon--16 o-icon--facebook '>\n            <use xlink:href='#icon-16_facebook'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fhow-to-build-ai-poc%2F\" aria-label=\"Share on Twitter\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Twitter\">\n            <svg class='o-icon o-icon--16 o-icon--x '>\n            <use xlink:href='#icon-16_x'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fhow-to-build-ai-poc%2F\" aria-label=\"Share on LinkedIn\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"LinkedIn\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin2 '>\n            <use xlink:href='#icon-16_linkedin-2'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4328a817 e-con-full js-post-content s-post-content e-flex e-con e-child\" data-id=\"4328a817\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55a65cc5 elementor-widget elementor-widget-fp_text_box\" data-id=\"55a65cc5\" data-element_type=\"widget\" data-widget_type=\"fp_text_box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-text-box m-gradient-light o-text-box--shadow\">\n                    <div class=\"f-paragraph o-text-box__text\"><p>Building an <strong>AI PoC (Proof of Concept)<\/strong> offers a <strong>practical, low-risk way to test assumptions<\/strong>, validate feasibility, and demonstrate measurable value before committing to large-scale development.<\/p><p>Done right, it helps businesses <strong>make smarter, evidence-based decisions<\/strong>, guides broader funding decisions, and ensures investments are aligned with opportunities for growth.<\/p><\/div>\n    <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e96139b elementor-widget elementor-widget-heading\" data-id=\"2e96139b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>What is an AI Proof of Concept (PoC) and how does it differ from a prototype or MVP?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44c75904 elementor-widget elementor-widget-text-editor\" data-id=\"44c75904\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>An <a href=\"https:\/\/www.future-processing.com\/adopt-ai\/ai-poc-development\/\">AI PoC<\/a><strong> is a structured, small-scale experiment designed to test<\/strong> whether a proposed AI solution is technically feasible and useful for institution\u2019s daily tasks. Its purpose is not to deliver a polished product, but <strong>to validate assumptions, identify risks, and highlight opportunities<\/strong>.<\/p><p>This makes it <a href=\"https:\/\/www.future-processing.com\/blog\/mockup-vs-prototype-vs-mvp-whats-the-difference\/\">different from a prototype<\/a>, which focuses on showing how a solution might look or function, or a <a href=\"https:\/\/www.future-processing.com\/blog\/what-is-a-minimum-viable-product-how-to-define-an-mvp\/\">Minimum Viable Product (MVP)<\/a>, which is developed with subset of functions (not all planned within the final version of the product) and deployed within real, production environment. MVP should be market ready.<\/p><p>A <strong>PoC instead uses real or representative datasets<\/strong> (not only collected from the Client but also those available online) <strong>to simulate business scenarios<\/strong> and <strong>assess<\/strong> scalability, performance, and integration potential. It is particularly relevant for industrial research projects and concept stage AI technologies, where uncertainty is high but potential impact is significant.<\/p><p>By <strong>concentrating on feasibility rather than completeness<\/strong>, an AI PoC provides a<strong> low-risk<\/strong> mechanism to test hypotheses before scaling. It ensures that only initiatives with a strong foundation move forward, reducing wasted investment and guiding smarter decisions on all the proposed projects.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59bc295 elementor-widget elementor-widget-fp_cta\" data-id=\"59bc295\" data-element_type=\"widget\" data-widget_type=\"fp_cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"o-cta\">\n    <div class=\"o-cta__pill-container\">\n                    <img decoding=\"async\" width=\"120\" height=\"260\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/01\/pill-AI.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                                    <div class=\"f-paragraph\"><p><strong>Get recommendations on how AI can be applied within your organisation.<\/strong><\/p><p>Innovate and verify your AI project idea with a PoC while mitigating risks of committing to an overly large project or going over the budget.<\/p><\/div>\n                                    <div class=\"o-cta__buttons-container\">\n                                    <a class=\"o-button o-button--primary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/adopt-ai\/ai-poc-development\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>Create your AI PoC with us<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                                                    <a class=\"o-button o-button--secondary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/blog\/how-to-build-ai-poc\/#contact-form\" target=\"_self\">\n                        <span>Let&#039;s talk<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                            <\/div>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0879db3 elementor-widget elementor-widget-heading\" data-id=\"0879db3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Why should businesses start with a PoC before investing in full-scale AI projects?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f8d383 elementor-widget elementor-widget-text-editor\" data-id=\"4f8d383\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A PoC allows organisations to <strong>evaluate technical feasibility and business impact before incurring the high costs<\/strong> of development of a full AI-based system . It tests whether the chosen algorithms, models, infrastructure, and datasets can achieve their intended outcomes.<\/p><p>This is<strong> particularly important for businesses<\/strong>\u00a0because many government-backed (or EU-backed) funding programmes and innovation grants specifically require applicants to provide results of initial experiments that can prove the described idea is possible to be further extended and developed in its planned version.<\/p><p><strong>By starting with a PoC, these businesses can make investment risk much lower<\/strong>, demonstrate<strong> evidence of feasibility<\/strong>, and <strong>strengthen applications<\/strong> for financial support under schemes designed to fund feasibility or innovation projects, or support industrial research projects. In practice, a <strong>PoC helps organisations not only validate their ideas but also meet eligibility criteria and justify potential costs<\/strong> in line with broader government (or EU) funding decisions.<\/p><p>Beyond technical validation, a PoC highlights<strong> whether an AI initiative can deliver real business value<\/strong> \u2013\u00a0such as reducing costs, enhancing decision-making, or accelerating automation. It also uncovers potential barriers to AI adoption, including issues with data readiness, integration challenges, or resistance from stakeholders.<\/p><p>In this way, a PoC provides not only early evidence of viability but also a <strong>roadmap for scaling AI responsibly and profitably<\/strong>, while ensuring alignment with both business strategy and public funding opportunities.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03853a6 elementor-widget elementor-widget-heading\" data-id=\"03853a6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>What are the key business benefits of building an AI PoC?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14de62d elementor-widget elementor-widget-text-editor\" data-id=\"14de62d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Building an AI PoC <strong>delivers both immediate insights and longer-term strategic benefits<\/strong>. By experimenting on a smaller scale, organisations can quickly determine whether an AI initiative is worth continuing while avoiding unnecessary risks and expenses.<\/p><p>Key benefits include:<\/p><h3><strong>Faster decision-making<\/strong><\/h3><p>A PoC accelerates learning by enabling teams to test ideas quickly and gather evidence that supports further decisions.<\/p><h3><strong>Risk reduction<\/strong><\/h3><p>It validates assumptions about model feasibility, scalability, and integration before significant resources are spent.<\/p><h3><strong>Cost efficiency<\/strong><\/h3><p>Businesses avoid investing in unviable ideas, directing resources only toward solutions with demonstrable initial results.<\/p><h3><strong>Operational insights<\/strong><\/h3><p>A PoC reveals how artificial intelligence may transform specific processes, uncovering opportunities for automation and improved workflows.<\/p><h3><strong>Strategic alignment<\/strong><\/h3><p>Results from PoCs help prioritise initiatives, inform industrial research projects, and guide allocation of funding across multiple streams, including technology collaborations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61947f7 elementor-widget elementor-widget-fp_text_box\" data-id=\"61947f7\" data-element_type=\"widget\" data-widget_type=\"fp_text_box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-text-box m-gradient-light o-text-box--shadow\">\n                    <div class=\"f-paragraph o-text-box__text\"><p>By embracing PoCs, businesses gain a practical way to accelerate AI adoption while ensuring that larger projects are grounded in validated potential.<\/p><\/div>\n    <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78ac5d9 elementor-widget elementor-widget-text-editor\" data-id=\"78ac5d9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Read more about AI on our blog:<\/p><ul><li><a href=\"https:\/\/www.future-processing.com\/blog\/ai-infrastructure\/\">AI infrastructure: a comprehensive guide to building your AI stack<\/a><\/li><li><a href=\"https:\/\/www.future-processing.com\/blog\/ai-implementation-in-business\/\">AI implementation in business: how to do it successfully?<\/a><\/li><li><a href=\"https:\/\/www.future-processing.com\/blog\/ai-pricing-is-ai-expensive\/\">AI pricing: how much does Artificial Intelligence cost?<\/a><\/li><li><a href=\"https:\/\/www.future-processing.com\/blog\/how-to-build-a-successful-ai-strategy\/\">How could you build a successful AI strategy in 5 steps?<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f9cf04 elementor-widget elementor-widget-heading\" data-id=\"3f9cf04\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>How can an AI PoC help validate assumptions and reduce risks?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b46b1fe elementor-widget elementor-widget-text-editor\" data-id=\"b46b1fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Every AI project begins with critical assumptions about <a href=\"https:\/\/www.future-processing.com\/blog\/data-quality-dimensions\/\">data quality<\/a>, model accuracy, and potential business outcomes. A <strong>PoC allows organisations to test these assumptions in a controlled environment before scaling<\/strong>.<\/p><p>For example, <strong>teams can identify gaps<\/strong> in datasets, <strong>biases<\/strong> in models, or <strong>challenges<\/strong> in integrating AI tools with existing platforms. These findings are crucial for refining the approach and ensuring that the solution is not only <strong>possible to be developed<\/strong> (from technical point of view) but also <strong>operationally viable<\/strong> (in the terms of its usage and integration with real, used environment).<\/p><p>In practice, an <strong>AI PoC acts as a risk management tool<\/strong>. It shortens the learning curve, validates eligible project costs for funding applications, and helps stakeholders set realistic expectations. By confirming feasibility early, organisations ensure that <strong>only initiatives with a strong likelihood of success proceed<\/strong> to full-scale investment.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fe4698 elementor-widget elementor-widget-heading\" data-id=\"3fe4698\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>What steps are involved in creating a successful AI solution PoC?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1587469 elementor-widget elementor-widget-text-editor\" data-id=\"1587469\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A well-structured PoC balances business priorities, technical feasibility, and measurable results.<\/p><p>The following steps form the foundation for success:<\/p><h3><strong>Defining business objectives<\/strong><\/h3><p>Clearly articulate the problem the AI solution is meant to solve, whether it\u2019s efficiency gains, cost reduction, or enhanced customer experience.<\/p><h3><strong>Assessing data availability and quality<\/strong><\/h3><p>Evaluate datasets for completeness, accuracy, and relevance. Identify preprocessing requirements and ensure they are representative of real-world conditions. Check carefully potential biases or data imbalances.<\/p><h3><strong>Designing scope and success metrics<\/strong><\/h3><p>Set clear boundaries for the PoC and define measurable outcomes, such as accuracy thresholds, efficiency improvements, or ROI indicators.<\/p><h3><strong>Developing and testing the AI model<\/strong><\/h3><p>Build a small-scale version using appropriate AI tools. Run experiments, iterate models, and test assumptions in a controlled setting.<\/p><h3><strong>Evaluating results and deciding next steps<\/strong><\/h3><p>Compare outcomes against predefined success metrics to decide whether to scale, refine, or pivot the AI solution.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ab82f3 elementor-widget elementor-widget-fp_text_box\" data-id=\"8ab82f3\" data-element_type=\"widget\" data-widget_type=\"fp_text_box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-text-box m-gradient-light o-text-box--shadow\">\n                    <div class=\"f-paragraph o-text-box__text\"><p>Following these steps enables organisations to systematically test feasibility while aligning their AI roadmap with both business goals and broader government\/EU funding decisions.<\/p><\/div>\n    <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76b6a25 elementor-widget elementor-widget-image\" data-id=\"76b6a25\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"512\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation.jpg\" class=\"attachment-large size-large wp-image-31186\" alt=\"Benefits of AI in digital transformation\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation.jpg 960w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation-300x192.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation-768x491.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation-625x400.jpg 625w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Benefits of AI in digital transformation<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-747bf3a elementor-widget elementor-widget-heading\" data-id=\"747bf3a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>What kind of data is required to build a reliable AI PoC?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7512dc elementor-widget elementor-widget-text-editor\" data-id=\"e7512dc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The <strong>success of a PoC depends heavily on data quality, relevance, and representativeness<\/strong>. High-quality data ensures models perform accurately, while relevant data ensures that insights align with the business problem.<\/p><p>Because <strong>AI solutions are designed to handle different types of information<\/strong> depending on the use case, it is important to distinguish between structured and unstructured data when planning a PoC.<\/p><ul><li><strong>Structured data<\/strong> \u2013\u00a0numerical logs, transactional records, or other inputs with predefined structure often used for forecasting, predictive analytics, or optimisation.<\/li><li><strong>Unstructured data<\/strong> \u2013\u00a0text, images, audio, or video content, which are essential for natural language processing, computer vision, and other advanced AI use cases.<\/li><\/ul><p>Datasets must be large enough to reveal meaningful patterns without overfitting and must represent real-world conditions accurately. <a href=\"https:\/\/www.future-processing.com\/blog\/data-preprocessing-a-comprehensive-step-by-step-guide\/\">Preprocessing steps<\/a> \u2013 such as cleaning, labelling, and normalisation \u2013 are <strong>essential to produce reliable, actionable results<\/strong> that can influence industrial research projects and inform AI adoption strategies.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b025624 elementor-widget elementor-widget-heading\" data-id=\"b025624\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>What common mistakes should organisations avoid when building an AI PoC?<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a4e465 elementor-widget elementor-widget-text-editor\" data-id=\"7a4e465\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Even promising AI initiatives can fail if common pitfalls are ignored. Businesses should take care to avoid:<\/p><h3><strong>Unclear goals<\/strong><\/h3><p>Starting without specific objectives leads to wasted time and inconclusive results.<\/p><h3><strong>Poor data quality or quantity<\/strong><\/h3><p>Low-quality datasets undermine accuracy and reliability.<\/p><h3><strong>Lack of stakeholder engagement<\/strong><\/h3><p>Without input from business leaders, domain experts, and end-users, the PoC may fail to address real needs.<\/p><h3><strong>Overly complex scope<\/strong><\/h3><p>Starting with an ambitious, unwieldy challenge can slow progress. Focusing on manageable goals ensures faster learning and visible impact.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e1913e elementor-widget elementor-widget-fp_text_box\" data-id=\"3e1913e\" data-element_type=\"widget\" data-widget_type=\"fp_text_box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-text-box m-gradient-light o-text-box--shadow\">\n                    <div class=\"f-paragraph o-text-box__text\"><p>By proactively addressing these risks, organisations ensure that their AI PoCs provide meaningful results, validate eligible potential costs for funding, and strengthen the case for scaling AI solutions.<\/p><\/div>\n    <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8df5113 elementor-widget elementor-widget-fp_cta\" data-id=\"8df5113\" data-element_type=\"widget\" data-widget_type=\"fp_cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"o-cta\">\n    <div class=\"o-cta__pill-container\">\n                    <img loading=\"lazy\" decoding=\"async\" width=\"450\" height=\"646\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/The-role-of-AI-agents-in-modern-business-strategies.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/The-role-of-AI-agents-in-modern-business-strategies.jpg 450w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/The-role-of-AI-agents-in-modern-business-strategies-209x300.jpg 209w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                                    <div class=\"f-paragraph\"><p><strong>Transform into an AI-boosted business.<\/strong><\/p><p>Discover how our services will cut costs, improve productivity, test your ideas, and maximise ROI.<\/p><\/div>\n                                    <div class=\"o-cta__buttons-container\">\n                                    <a class=\"o-button o-button--primary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/adopt-ai\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>See how we can help<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                                                    <a class=\"o-button o-button--secondary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/blog\/how-to-build-ai-poc\/#contact-form\" target=\"_self\">\n                        <span>Contact us<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                            <\/div>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b0d7bf elementor-widget elementor-widget-heading\" data-id=\"5b0d7bf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>FAQ<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4245372 elementor-widget elementor-widget-n-accordion\" data-id=\"4245372\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-6940\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-6940\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Why is Future Processing a strong partner for businesses looking to build AI PoCs? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6940\" class=\"elementor-element elementor-element-7dcbf0c e-con-full e-flex e-con e-child\" data-id=\"7dcbf0c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5cca77d elementor-widget elementor-widget-text-editor\" data-id=\"5cca77d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Future Processing has extensive experience in delivering AI projects across industries.<\/p><p>We focus on building PoCs that are not just technically ready but also deliver measurable business outcomes. Clients value us for transparent collaboration, proven processes, and the ability to turn innovative ideas into real business results.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-6941\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-6941\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Which business problems are best suited for an AI PoC approach? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6941\" class=\"elementor-element elementor-element-304c6e1 e-con-full e-flex e-con e-child\" data-id=\"304c6e1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36c5d2d elementor-widget elementor-widget-text-editor\" data-id=\"36c5d2d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>AI PoCs are perfect for clearly defined challenges where automation, prediction, or pattern recognition can make a difference. Examples include fraud detection, <a href=\"https:\/\/www.future-processing.com\/blog\/reducing-churn-with-ai\/\">customer churn prediction<\/a>, process automation, and demand forecasting.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-6942\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-6942\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How long does it typically take to develop an AI PoC? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6942\" class=\"elementor-element elementor-element-cd5f350 e-con-full e-flex e-con e-child\" data-id=\"cd5f350\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-91cf011 elementor-widget elementor-widget-text-editor\" data-id=\"91cf011\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Most AI PoCs take between 4\u20138 weeks, depending on complexity, data readiness, and scope. The goal is to deliver quick but reliable results that inform further investment decisions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-6943\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-6943\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How should companies define clear objectives and success criteria for an AI PoC? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-6943\" class=\"elementor-element elementor-element-f0992e8 e-flex e-con-boxed e-con e-child\" data-id=\"f0992e8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9363c91 elementor-widget elementor-widget-text-editor\" data-id=\"9363c91\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Objectives should be tied to measurable business outcomes such as cost reduction, improved efficiency, or revenue growth. Success criteria might include model accuracy, reduction in manual work, or faster processing times. Clear alignment with business KPIs is very important.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3f1a88f9 e-con-full elementor-hidden-tablet_extra elementor-hidden-tablet elementor-hidden-mobile_extra elementor-hidden-mobile e-flex e-con e-child\" data-id=\"3f1a88f9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19c8a21 toc-ignore elementor-widget elementor-widget-fp_sidebar\" data-id=\"19c8a21\" data-element_type=\"widget\" data-widget_type=\"fp_sidebar.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t        <div class=\"o-sidebar\">\n                            \n    <div class=\"o-sidebar__related-articles\">\n                    <h3 class=\"o-sidebar__title f-headline-semi-large\">Related articles<\/h3>\n                            <div class=\"o-sidebar__items\">\n                                    <div class=\"o-sidebar__item\">\n                                                    <div class=\"o-sidebar__item-photo\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"1290\" height=\"400\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai.jpg\" class=\"attachment-full size-full\" alt=\"cover_data-ai\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai.jpg 1290w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-300x93.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-1024x318.jpg 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-768x238.jpg 768w\" sizes=\"(max-width: 1290px) 100vw, 1290px\" \/>                            <\/div>\n                                                <div class=\"o-sidebar__item-text\">\n                                                            <div class=\"f-paragraph\">AI implementation without IT modernisation? A high-risk path to underperformance<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/ai-implementation-without-modernisation-a-high-risk-path\/\" class=\"o-button o-button--tertiary o-button--xs o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read more\">\n                                    Read more                                    <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                    <\/div>\n                                    <div class=\"o-sidebar__item\">\n                                                    <div class=\"o-sidebar__item-photo\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"1290\" height=\"400\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/AI-agents-cover.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/AI-agents-cover.jpg 1290w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/AI-agents-cover-300x93.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/AI-agents-cover-1024x318.jpg 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/02\/AI-agents-cover-768x238.jpg 768w\" sizes=\"(max-width: 1290px) 100vw, 1290px\" \/>                            <\/div>\n                                                <div class=\"o-sidebar__item-text\">\n                                                            <div class=\"f-paragraph\">The role of AI agents in modern business strategies<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/ai-agents-in-modern-business-strategies\/\" class=\"o-button o-button--tertiary o-button--xs o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read more\">\n                                    Read more                                    <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                    <\/div>\n                            <\/div>\n            <\/div>\n            \n                            <div class=\"o-sidebar__value\">\n                                            <h3 class=\"o-sidebar__title f-headline-semi-large\">Value we delivered<\/h3>\n                                                                                            <div class=\"o-sidebar__value-item\">\n                                                                    <div class=\"o-sidebar__number\">\n                                        <span class=\"o-sidebar__number-content\">\n                                                                                        <div class=\"f-grid-number\">66<\/div>\n                                                                                    <\/span>\n                                                                                    <span aria-label=\"%\" class=\"o-percentage\">\n                                                <span class=\"o-percentage__slash\"><\/span>\n                                            <\/span>\n                                                                            <\/div>\n                                                                                                    <div class=\"o-sidebar__text f-paragraph\"><p>reduction in processing time through our AI-powered AWS solution<\/p><\/div>\n                                                                                                    <div class=\"o-sidebar__link\">\n                                        <a href=\"https:\/\/www.future-processing.com\/case-studies\/careerspring\/\" class=\"o-button o-button--tertiary o-button--s o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read the case study\">\n                                            Read the case study                                            <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                        <\/a>\n                                    <\/div>\n                                                            <\/div>\n                                                            <\/div>\n                    <\/div>\n        \t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-5bbcfd14 e-con-full e-flex e-con e-parent\" data-id=\"5bbcfd14\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1de8c657 toc-ignore elementor-widget elementor-widget-fp_post_authors\" data-id=\"1de8c657\" data-element_type=\"widget\" data-widget_type=\"fp_post_authors.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div\n    class=\"s-post-authors  o-margin__bottom--standard o-margin__top--standard  m-gradient-light s-post-authors--single\"\n    >\n            <img loading=\"lazy\" decoding=\"async\" width=\"1278\" height=\"871\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg.png\" class=\"s-post-authors__background-image\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg.png 1278w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg-300x204.png 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg-1024x698.png 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/authors_bg-768x523.png 768w\" sizes=\"(max-width: 1278px) 100vw, 1278px\" \/>        <div class=\"o-container\">\n                                    <div class=\"row\">\n                        <h2 class=\"f-headline-semi-large f-line s-post-authors__header col-small-24 col-big-15 off-big-9 col-laptop-12 off-laptop-6 col-fullhd-11 off-fullhd-7\">\n                <p><strong>About the author:<\/strong><\/p>            <\/h2>\n                            <\/div>\n                            <div class=\"s-post-authors__list row\">\n                                            <div class=\"s-post-authors__author col-small-24 col-medium-15 off-big-9 col-laptop-12 off-laptop-6 col-fullhd-11 off-fullhd-7\">\n                    <div class=\"o-pill o-pill--circle o-pill--brand\"><\/div>\n                    \n<div class=\"o-person-linkedin o-pill o-pill--image  o-person-linkedin--no-shadow o-person-linkedin--has-link\">\n            <img decoding=\"async\" width=\"240\" height=\"480\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/mszymkowski_blog_240_480.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/mszymkowski_blog_240_480.jpg 240w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/mszymkowski_blog_240_480-150x300.jpg 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>                <a class=\"o-person-linkedin__linkedin\" href=\"https:\/\/www.linkedin.com\/in\/maciej-szymkowski-75481a228\/\" target=\"_blank\" aria-label=\"LinkedIn\" data-elementclick=\"person-linkedin-url\" rel=\"noopener\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin '>\n            <use xlink:href='#icon-16_linkedin'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n                    <div class=\"s-post-authors__background\">\n                        <div class=\"s-post-authors__text\">\n                            <h3 class=\"f-line\">\n                                <span class=\"f-headline-semi-large\"><b>Maciej Szymkowski<\/b><\/span>\n                                                                    <p class=\"s-post-authors__position f-paragraph\">\n                                        Senior Machine Learning Engineer, Artificial Intelligence Researcher                                    <\/p>\n                                                            <\/h3>\n                                                            <div class=\"s-post-authors__description f-paragraph\">\n                                    <p>Researcher in Artificial Intelligence with a focus on medical and biomedical AI, particularly computer vision, biometrics, bioengineering, and vision\u2013language models. Author or co-author of over 40 research papers and participant in more than 10 national and European research projects. Currently pursuing a PhD at Bialystok University of Technology, he combines academic work with practical experience gained as CEO, team leader, scientist and software developer.<\/p>\n                                <\/div>\n                                                    <\/div>\n                        <div class=\"s-post-authors__buttons\">\n                            <a href=\"https:\/\/www.future-processing.com\/blog\/author\/mszymkowski\/\" class=\"o-button o-button--xs o-button--tertiary o-button-arrow o-button--icon-right\">\n                                View more posts by&nbsp;Maciej                                <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                            <\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                    <\/div>\n    <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4606ff13 toc-ignore elementor-widget elementor-widget-fp_contact_form\" data-id=\"4606ff13\" data-element_type=\"widget\" id=\"contact-form\" data-widget_type=\"fp_contact_form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"s-contact-form js-form  o-margin__top--standard o-margin__bottom--standard s-contact-form--white\"  id=\"contact-form\">\n    <div class=\"o-container\">\n        <div class=\"row\">\n            <div class=\"s-contact-form__intro col-small-24 col-big-8 col-qhd-9\">\n                                    <h2 class=\"f-headline-extra-large f-line s-contact-form--hide-when-sent\">\n                        <p><b>Let&#8217;s talk<\/b><\/p>\n                    <\/h2>\n                                                                    <div class=\"s-contact-form__text f-headline-extra-big s-contact-form--hide-when-sent\">\n                        <p>Contact us and transform your business with our comprehensive services.<\/p>                    <\/div>\n                                                                    <div class=\"s-contact-form__email-wrapper js-copy\">\n                        <a class=\"s-contact-form__email js-copied-element f-headline-extra-big\"\n                           href=\"mailto:contact@future-processing.com\"\n                           data-elementclick=\"contact-email-click\"\n                           data-elementname=\"Email - click\">\n                            contact@future-processing.com                        <\/a>\n                        <button\n    class=\"o-button-copy js-copy-element o-button o-button--tertiary o-button--m\"\n    type=\"button\"\n>\n    <span class=\"o-button-copy__copy\">\n        <svg class='o-icon o-icon--16 o-icon--copy '>\n            <use xlink:href='#icon-16_copy'><\/use>\n          <\/svg>        <svg class='o-icon o-icon--24 o-icon--documents '>\n            <use xlink:href='#icon-24_documents'><\/use>\n          <\/svg>    <\/span>\n    <span class=\"o-button-copy__copied\">\n        <svg class='o-icon o-icon--16 o-icon--checkcircle '>\n            <use xlink:href='#icon-16_check-circle'><\/use>\n          <\/svg>        <svg class='o-icon o-icon--24 o-icon--checkcircle '>\n            <use xlink:href='#icon-24_check-circle'><\/use>\n          <\/svg>    <\/span>\n<\/button>                    <\/div>\n                                <div class=\"col-small-24\">\n                    <div class=\"s-contact-form__contact s-contact-form__contact--no-contacts\">\n                                                    <div\n                                class=\"s-contact-form__photo col-tablet-13 col-medium-11 col-big-24 s-contact-form--hide-when-sent\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"523\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/09\/contact_form_photo.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/09\/contact_form_photo.png 720w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/09\/contact_form_photo-300x218.png 300w\" sizes=\"(max-width: 720px) 100vw, 720px\" \/>                            <\/div>\n                                                                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"s-contact-form__form col-small-24 off-big-1 col-big-15 off-qhd-2 col-qhd-13\">\n                <div class=\"o-contact-form o-contact-form__checkbox-list s-contact-form--hide-when-sent  o-contact-form__button--bottom-right o-contact-form__checkbox-list--horizontal\">\n                    \n<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script>\n<script>\n    document.addEventListener('DOMContentLoaded', function () {\n        hbspt.forms.create({\n            region: \"na1\",\n            portalId: \"421670\",\n            formId: \"00c65ebb-1f2a-4a78-9640-5a838ca4e4ee\",\n            onFormReady: function () {\n                const placeholder = document.querySelector('.js-elementor-form-placeholder');\n                if (placeholder) {\n                    placeholder.style.display = 'none';\n                }\n            }\n        });\n    });\n<\/script>\n                <\/div>\n                            <\/div>\n        <\/div>\n    <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-627cf483 elementor-widget elementor-widget-fp_progress-bar\" data-id=\"627cf483\" data-element_type=\"widget\" data-widget_type=\"fp_progress-bar.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t        <div class=\"o-progress-bar js-progress-bar\"><\/div>\n        \t\t\t\t<\/div>\n\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>Curious how a small, targeted experiment could unlock powerful AI insights for your organisation? Read on to find out.<\/p>\n","protected":false},"author":272,"featured_media":35444,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2182],"tags":[],"coauthors":[2168],"class_list":["post-35443","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml"],"acf":{"reading-time":0,"show-toc-sublists":false,"image":"","logo":"","button1":{"button1_type":"none","button":""},"button2":{"button2_type":"none","button":""},"person":{"person_photo":"","person_name":"","person_position":""}},"_links":{"self":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/35443","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/users\/272"}],"replies":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/comments?post=35443"}],"version-history":[{"count":11,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/35443\/revisions"}],"predecessor-version":[{"id":35484,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/35443\/revisions\/35484"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/media\/35444"}],"wp:attachment":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/media?parent=35443"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/categories?post=35443"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/tags?post=35443"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/coauthors?post=35443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}