{"id":2501,"date":"2026-03-20T14:39:52","date_gmt":"2026-03-20T14:39:52","guid":{"rendered":"https:\/\/lightgreen-wombat-810778.hostingersite.com\/?page_id=2501"},"modified":"2026-04-27T16:08:51","modified_gmt":"2026-04-27T16:08:51","slug":"leveraging-data-and-ai","status":"publish","type":"page","link":"https:\/\/www.castelis.com\/en\/leveraging-data-and-ai\/","title":{"rendered":"Leveraging data and AI"},"content":{"rendered":"<section class=\"castelis-hero-banner\" >\n            <div class=\"hero-image-bg\">\n            <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2026\/04\/Cyber1-1-e1776010364555.webp\" alt=\"Leveraging data and AI to improve your business performance\">\n        <\/div>\n    \n    <div class=\"container\">\n                        <div class=\"hero-content-wrapper\">\n            <div class=\"hero-content\">\n                                    <h1 class=\"hero-title\">Leveraging data and AI to improve your business performance<\/h1>\n                \n                                    <div class=\"hero-description\">\n                        <p>Organisations today hold large volumes of data but still struggle to exploit it effectively. Data and AI can illuminate decision-making, optimise operations and improve the performance of business actions \u2014 provided they serve concrete, controlled use cases.<\/p>\n\n                    <\/div>\n                \n                                    <div class=\"hero-cta-buttons\">\n                        <a href=\"#contact-section\" class=\"btn btn-primary\">\n                            <i class=\"fas fa-chevron-right\"><\/i>\n                            <span> Speak with an expert <\/span>\n                        <\/a>\n\n                                            <\/div>\n                \n                            <\/div>\n        <\/div>\n\n        \n            <\/div>\n<\/section>\n\n\n<nav class=\"castelis-toc \"  data-toc-id=\"toc-69f0ad2cf2297\">\n    <div class=\"container\">\n        <div class=\"toc-wrapper\">\n                            <ul class=\"toc-list\">\n                                                                        <li class=\"toc-item\">\n                                <a href=\"#enjeux-section\" class=\"toc-link\">\n                                    Challenges\n                                <\/a>\n                            <\/li>\n                                                                                                <li class=\"toc-item\">\n                                <a href=\"#method-section\" class=\"toc-link\">\n                                    Method\n                                <\/a>\n                            <\/li>\n                                                                                                <li class=\"toc-item\">\n                                <a href=\"#expertise-section\" class=\"toc-link\">\n                                    Expertise\n                                <\/a>\n                            <\/li>\n                                                                                                <li class=\"toc-item\">\n                                <a href=\"#services-section\" class=\"toc-link\">\n                                    Services\n                                <\/a>\n                            <\/li>\n                                                                                                <li class=\"toc-item\">\n                                <a href=\"#castelis-section\" class=\"toc-link\">\n                                    Why Castelis\n                                <\/a>\n                            <\/li>\n                                                                                                <li class=\"toc-item\">\n                                <a href=\"#success-stories-section\" class=\"toc-link\">\n                                    Case studies\n                                <\/a>\n                            <\/li>\n                                                                                                <li class=\"toc-item\">\n                                <a href=\"#faq-section\" class=\"toc-link\">\n                                    FAQ\n                                <\/a>\n                            <\/li>\n                                                            <\/ul>\n                    <\/div>\n    <\/div>\n<\/nav>\n\n<section class=\"castelis-cards-panel alignment-vertical bg-green heading-center\"  id=\"enjeux-section\" >\n    <div class=\"container\">\n                    <div class=\"cards-panel-header\">\n                                    <div class=\"cards-panel-heading\">\n                        <span class=\"slash-prefix\">\/<\/span>\n                        <h2>Data is still under-exploited in most organisations<\/h2>\n                    <\/div>\n                                \n                                    <div class=\"cards-panel-description\">\n                        <p>Fragmented data, unreliable indicators, late-arriving analyses: without structuring, data remains under-exploited. By combining data governance, analytics and targeted AI, it becomes possible to improve understanding of activities, optimise processes and govern operational performance more effectively.<\/p>\n\n                    <\/div>\n                            <\/div>\n                \n                    <div class=\"cards-grid cards-grid-3\">\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-11.svg\" alt=\"Poorly informed decisions\" \/>\n                                                            <\/div>\n                            \n                                                            <h3 class=\"card-title\">Poorly informed decisions<\/h3>\n                                                        \n                                                            <p class=\"card-description\">Fragmented data and unreliable indicators misdirect strategic and operational decisions.<\/p>\n                                                        \n                                                        \n                                                                        <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-6.svg\" alt=\"Late-arriving analyses\" \/>\n                                                            <\/div>\n                            \n                                                            <h3 class=\"card-title\">Late-arriving analyses<\/h3>\n                                                        \n                                                            <p class=\"card-description\">Without structuring, analyses arrive after the fact: the organisation reacts where it should anticipate.<\/p>\n                                                        \n                                                        \n                                                                        <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-4.svg\" alt=\"Under-exploited data\" \/>\n                                                            <\/div>\n                            \n                                                            <h3 class=\"card-title\">Under-exploited data<\/h3>\n                                                        \n                                                            <p class=\"card-description\">The value of data remains locked in silos or complex tools, inaccessible to business teams.<\/p>\n                                                        \n                                                        \n                                                                        <\/div>\n                            <\/div>\n            <\/div>\n<\/section>\n\n\n<section class=\"castelis-methodology-timeline\"  id=\"method-section\" >\n    <div class=\"container\">\n                    <h2 class=\"methodology-heading\">\n                <span class=\"slash-prefix\">\/<\/span>\n                A pragmatic approach to leveraging your data and usage\n            <\/h2>\n        \n        <div class=\"methodology-content\">\n            \n            <div class=\"methodology-left \">   \n                                    <div class=\"methodology-subheading\">\n                        <p>Castelis takes a progressive, usage-oriented approach to turn data into a lever for decision-making and performance, without unnecessary complexity or technological dependency.<\/p>\n\n                    <\/div>\n                                                    <div class=\"timeline-wrapper\">\n                        <div class=\"timeline-line\"><\/div>\n                        \n                                                    <div class=\"timeline-step\">\n                                <div class=\"timeline-step-number\">\n                                    <span>1<\/span>\n                                <\/div>\n                                \n                                <div class=\"timeline-step-content\">\n                                                                            <h3 class=\"timeline-step-title\">Scoping<\/h3>\n                                                                        \n                                                                            <p class=\"timeline-step-description\">Identification of business challenges, performance objectives and useful, actionable data or AI use cases.<\/p>\n                                                                        \n                                                                            <div class=\"timeline-step-tags\">\n                                                                                            <span class=\"timeline-tag\">Challenges<\/span>\n                                                                                            <span class=\"timeline-tag\">Use cases<\/span>\n                                                                                    <\/div>\n                                                                    <\/div>\n                            <\/div>\n                                                    <div class=\"timeline-step\">\n                                <div class=\"timeline-step-number\">\n                                    <span>2<\/span>\n                                <\/div>\n                                \n                                <div class=\"timeline-step-content\">\n                                                                            <h3 class=\"timeline-step-title\">Structuring<\/h3>\n                                                                        \n                                                                            <p class=\"timeline-step-description\">Collection, cleaning and structuring of data to guarantee quality, reliability and usability.<\/p>\n                                                                        \n                                                                            <div class=\"timeline-step-tags\">\n                                                                                            <span class=\"timeline-tag\">Data<\/span>\n                                                                                            <span class=\"timeline-tag\">Quality<\/span>\n                                                                                    <\/div>\n                                                                    <\/div>\n                            <\/div>\n                                                    <div class=\"timeline-step\">\n                                <div class=\"timeline-step-number\">\n                                    <span>3<\/span>\n                                <\/div>\n                                \n                                <div class=\"timeline-step-content\">\n                                                                            <h3 class=\"timeline-step-title\">Exploitation<\/h3>\n                                                                        \n                                                                            <p class=\"timeline-step-description\">Implementation of analytical tools and AI models adapted to business and operational needs.<\/p>\n                                                                        \n                                                                            <div class=\"timeline-step-tags\">\n                                                                                            <span class=\"timeline-tag\">Analysis<\/span>\n                                                                                            <span class=\"timeline-tag\">AI<\/span>\n                                                                                    <\/div>\n                                                                    <\/div>\n                            <\/div>\n                                                    <div class=\"timeline-step\">\n                                <div class=\"timeline-step-number\">\n                                    <span>4<\/span>\n                                <\/div>\n                                \n                                <div class=\"timeline-step-content\">\n                                                                            <h3 class=\"timeline-step-title\">Adoption<\/h3>\n                                                                        \n                                                                            <p class=\"timeline-step-description\">Integration of data and AI usage into processes, with team support over time.<\/p>\n                                                                        \n                                                                            <div class=\"timeline-step-tags\">\n                                                                                            <span class=\"timeline-tag\">Adoption<\/span>\n                                                                                            <span class=\"timeline-tag\">Business teams<\/span>\n                                                                                    <\/div>\n                                                                    <\/div>\n                            <\/div>\n                                            <\/div>\n                \n                            <\/div>\n\n            \n                    <\/div>\n    <\/div>\n<\/section>\n\n\n<section class=\"castelis-highlighted-content-image bg-grey\"  id=\"expertise-section\" >\n    <div class=\"container\">\n        \n        <div class=\"content-wrapper order-2\">\n                            <h2 class=\"content-title\">\n                    <span class=\"slash-prefix\">\/<\/span>\n                    <div>Controlled AI integrated with business constraints<\/div>\n                <\/h2>\n                        \n                            <p class=\"content-description\">Castelis approaches AI as a means of improving performance and operational efficiency, prioritising interpretable, measurable models aligned with regulatory, ethical and organisational constraints.<\/p>\n                        \n                            <div class=\"key-info-blocks\">\n                                            <div class=\"key-info-item\">\n                            <div class=\"key-info-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-1.svg\" alt=\"Transparent, action-oriented AI models\" \/>\n                                                            <\/div>\n                            <div class=\"key-info-content\">\n                                <h3 class=\"key-info-title\">Transparent, action-oriented AI models<\/h3>\n                                <div class=\"key-info-subtitle\">Interpretable and actionable models, without black-box effects.<\/div>\n                            <\/div>\n                        <\/div>\n                                            <div class=\"key-info-item\">\n                            <div class=\"key-info-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-1.svg\" alt=\"Integration with your existing tools and processes\" \/>\n                                                            <\/div>\n                            <div class=\"key-info-content\">\n                                <h3 class=\"key-info-title\">Integration with your existing tools and processes<\/h3>\n                                <div class=\"key-info-subtitle\">Solutions connected to your application environment for friction-free adoption.<\/div>\n                            <\/div>\n                        <\/div>\n                                            <div class=\"key-info-item\">\n                            <div class=\"key-info-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-1.svg\" alt=\"Data governance and quality\" \/>\n                                                            <\/div>\n                            <div class=\"key-info-content\">\n                                <h3 class=\"key-info-title\">Data governance and quality<\/h3>\n                                <div class=\"key-info-subtitle\">A rigorous framework to guarantee the reliability, consistency and durability of the data exploited.<\/div>\n                            <\/div>\n                        <\/div>\n                                            <div class=\"key-info-item\">\n                            <div class=\"key-info-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-1.svg\" alt=\"Mastery of regulatory and ethical challenges\" \/>\n                                                            <\/div>\n                            <div class=\"key-info-content\">\n                                <h3 class=\"key-info-title\">Mastery of regulatory and ethical challenges<\/h3>\n                                <div class=\"key-info-subtitle\">GDPR, AI Act and ethics integrated from the design of models and processing.<\/div>\n                            <\/div>\n                        <\/div>\n                                    <\/div>\n                        \n                            <div class=\"castelis-cta-wrapper\">\n                    <a href=\"#contact-section\" class=\"btn btn-secondary\">\n                        Speak with an expert\n                                            <\/a>\n                <\/div>\n                    <\/div>\n        \n        \n        <div class=\"image-wrapper order-1\">\n                            <img decoding=\"async\" \n                    src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/computer_v3.png\" \n                    alt=\"Controlled AI integrated with business constraints\"\n                \/>\n                    <\/div>\n    <\/div>\n<\/section>\n\n\n<section class=\"castelis-cards-panel alignment-horizontal bg-black heading-left\"  id=\"services-section\" >\n    <div class=\"container\">\n                    <div class=\"cards-panel-header\">\n                                    <div class=\"cards-panel-heading\">\n                        <span class=\"slash-prefix\">\/<\/span>\n                        <h2>Data and AI services for your business challenges<\/h2>\n                    <\/div>\n                                \n                                    <div class=\"cards-panel-description\">\n                        <p>We support our clients across the full data value chain, from data structuring through to analytical and predictive exploitation for decision-making and performance.<\/p>\n\n                    <\/div>\n                            <\/div>\n                \n                    <div class=\"cards-grid cards-grid-3\">\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-4.svg\" alt=\"Data governance\" \/>\n                                                            <\/div>\n                            <div class=\"card-content\">\n                                                                    <h3 class=\"card-title\">Data governance<\/h3>\n                                                                \n                                                                    <p class=\"card-description\">Definition of rules, responsibilities and usage to make data reliable and sustainable over time.<\/p>\n                                                                \n                                                            <\/div>\n                                            <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-4.svg\" alt=\"Data engineering\" \/>\n                                                            <\/div>\n                            <div class=\"card-content\">\n                                                                    <h3 class=\"card-title\">Data engineering<\/h3>\n                                                                \n                                                                    <p class=\"card-description\">Collection, transformation and availability of data from multiple sources.<\/p>\n                                                                \n                                                            <\/div>\n                                            <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-4.svg\" alt=\"Analytics &amp; reporting\" \/>\n                                                            <\/div>\n                            <div class=\"card-content\">\n                                                                    <h3 class=\"card-title\">Analytics &amp; reporting<\/h3>\n                                                                \n                                                                    <p class=\"card-description\">Dashboards, indicators and advanced analyses to govern activity and measure performance.<\/p>\n                                                                \n                                                            <\/div>\n                                            <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-4.svg\" alt=\"AI &amp; predictive models\" \/>\n                                                            <\/div>\n                            <div class=\"card-content\">\n                                                                    <h3 class=\"card-title\">AI &amp; predictive models<\/h3>\n                                                                \n                                                                    <p class=\"card-description\">Decision-support, forecasting or anomaly detection models integrated into business usage.<\/p>\n                                                                \n                                                            <\/div>\n                                            <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/Icon-4.svg\" alt=\"Data &amp; AI industrialisation\" \/>\n                                                            <\/div>\n                            <div class=\"card-content\">\n                                                                    <h3 class=\"card-title\">Data &amp; AI industrialisation<\/h3>\n                                                                \n                                                                    <p class=\"card-description\">Deployment and integration of data and AI solutions into existing environments.<\/p>\n                                                                \n                                                            <\/div>\n                                            <\/div>\n                            <\/div>\n            <\/div>\n<\/section>\n\n\n<section class=\"castelis-cards-panel alignment-vertical bg-green heading-center\"  id=\"castelis-section\" >\n    <div class=\"container\">\n                    <div class=\"cards-panel-header\">\n                                    <div class=\"cards-panel-heading\">\n                        <span class=\"slash-prefix\">\/<\/span>\n                        <h2>A committed partner to sustainably leverage your data<\/h2>\n                    <\/div>\n                                \n                                    <div class=\"cards-panel-description\">\n                        <p>Castelis supports its clients in their data and AI projects with a pragmatic, controlled and value-oriented approach.<\/p>\n\n                    <\/div>\n                            <\/div>\n                \n                    <div class=\"cards-grid cards-grid-4\">\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2026\/02\/check-1.svg\" alt=\"Business and IS vision\" \/>\n                                                            <\/div>\n                            \n                                                            <h3 class=\"card-title\">Business and IS vision<\/h3>\n                                                        \n                                                            <p class=\"card-description\">A deep understanding of operational challenges and existing systems.<\/p>\n                                                        \n                                                        \n                                                                        <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2026\/02\/check-1.svg\" alt=\"Usage-oriented approach\" \/>\n                                                            <\/div>\n                            \n                                                            <h3 class=\"card-title\">Usage-oriented approach<\/h3>\n                                                        \n                                                            <p class=\"card-description\">Projects guided by business value and performance, not technology alone.<\/p>\n                                                        \n                                                        \n                                                                        <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2026\/02\/check-1.svg\" alt=\"End-to-end mastery\" \/>\n                                                            <\/div>\n                            \n                                                            <h3 class=\"card-title\">End-to-end mastery<\/h3>\n                                                        \n                                                            <p class=\"card-description\">From raw data to operational exploitation, without gaps in responsibility.<\/p>\n                                                        \n                                                        \n                                                                        <\/div>\n                                    <div class=\"card-item\">\n                                                    \n                            <div class=\"card-icon\">\n                                                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2026\/02\/check-1.svg\" alt=\"Long-term commitment\" \/>\n                                                            <\/div>\n                            \n                                                            <h3 class=\"card-title\">Long-term commitment<\/h3>\n                                                        \n                                                            <p class=\"card-description\">Lasting support to evolve data and AI usage.<\/p>\n                                                        \n                                                        \n                                                                        <\/div>\n                            <\/div>\n            <\/div>\n<\/section>\n\n\n<section class=\"client-case-studies\"  id=\"success-stories-section\" >\n    <div class=\"container\">\n                    <h2 class=\"case-studies-heading\">\n                <span class=\"slash-prefix\">\/<\/span>\n                They leverage their data with Castelis\n            <\/h2>\n        \n                    <div class=\"case-studies-description\">\n                <p>Discover how our clients have turned their data into levers of performance and operational decision-making.<\/p>\n\n            <\/div>\n        \n                    <div class=\"case-studies__wrapper\">\n                <div class=\"case-studies-grid\">\n                                            <div class=\"case-study-card\">\n                                                            <div class=\"case-image\">\n                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2026\/03\/cas-client-sncf.webp\" alt=\"SNCF | Optimising the fine recovery rate\">\n                                <\/div>\n                            \n                            <div class=\"case-content\">\n                                                                    <h3 class=\"case-title\">SNCF | Optimising the fine recovery rate<\/h3>\n                                \n                                                                    <p class=\"case-description\">Machine learning applied to fine recovery to optimise targeting and reduce processing costs.<\/p>\n                                \n                                                                    <div class=\"case-figures\">\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">225 000<\/div>\n                                                <div class=\"figure-label\">Fines processed per month<\/div>\n                                            <\/div>\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">121<\/div>\n                                                <div class=\"figure-label\">Offender profiles identified<\/div>\n                                            <\/div>\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">2019<\/div>\n                                                <div class=\"figure-label\">Deployment year<\/div>\n                                            <\/div>\n                                                                            <\/div>\n                                                                \n                                                                    <a href=\"https:\/\/hunik.group\/cas-client\/sncf\/\" class=\"card-cta\" target=\"_blank\" rel=\"noopener\">\n                                        View case study\n                                        <i class=\"fas fa-chevron-right\"><\/i>\n                                    <\/a>\n                                                            <\/div>\n                        <\/div>\n                                            <div class=\"case-study-card\">\n                                                            <div class=\"case-image\">\n                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2026\/03\/cas-client-solocal.webp\" alt=\"Solocal | Feeding a data hub from external IS\">\n                                <\/div>\n                            \n                            <div class=\"case-content\">\n                                                                    <h3 class=\"case-title\">Solocal | Feeding a data hub from external IS<\/h3>\n                                \n                                                                    <p class=\"case-description\">Multi-IS data centralisation middleware to accelerate client onboarding on the Bridge platform.<\/p>\n                                \n                                                                    <div class=\"case-figures\">\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">+7 000<\/div>\n                                                <div class=\"figure-label\">Points of sale synchronised<\/div>\n                                            <\/div>\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">10<\/div>\n                                                <div class=\"figure-label\">Connectors and brands in service<\/div>\n                                            <\/div>\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">2017<\/div>\n                                                <div class=\"figure-label\">First connector go-live<\/div>\n                                            <\/div>\n                                                                            <\/div>\n                                                                \n                                                                    <a href=\"https:\/\/hunik.group\/cas-client\/solocal\/\" class=\"card-cta\" target=\"_blank\" rel=\"noopener\">\n                                        View case study\n                                        <i class=\"fas fa-chevron-right\"><\/i>\n                                    <\/a>\n                                                            <\/div>\n                        <\/div>\n                                            <div class=\"case-study-card\">\n                                                            <div class=\"case-image\">\n                                    <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2026\/03\/cas-client-qualiconsult.webp\" alt=\"Groupe Qualiconsult | Accelerating payment allocation\">\n                                <\/div>\n                            \n                            <div class=\"case-content\">\n                                                                    <h3 class=\"case-title\">Groupe Qualiconsult | Accelerating payment allocation<\/h3>\n                                \n                                                                    <p class=\"case-description\">AI and OCR tool to automate accounting reconciliations and reduce payment allocation lead times.<\/p>\n                                \n                                                                    <div class=\"case-figures\">\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">80%<\/div>\n                                                <div class=\"figure-label\">Automated reconciliations<\/div>\n                                            <\/div>\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">-50%<\/div>\n                                                <div class=\"figure-label\">Workload reduction<\/div>\n                                            <\/div>\n                                                                                    <div class=\"figure-item\">\n                                                <div class=\"figure-value\">9<\/div>\n                                                <div class=\"figure-label\">Years of collaboration<\/div>\n                                            <\/div>\n                                                                            <\/div>\n                                                                \n                                                                    <a href=\"https:\/\/hunik.group\/cas-client\/groupe-qualiconsult\/\" class=\"card-cta\" target=\"_blank\" rel=\"noopener\">\n                                        View case study\n                                        <i class=\"fas fa-chevron-right\"><\/i>\n                                    <\/a>\n                                                            <\/div>\n                        <\/div>\n                                    <\/div>\n\n                \n                <div class=\"case-studies__nav\">\n                    <button class=\"case-studies__btn case-studies__btn--prev\" disabled>\n                        <i class=\"fas fa-chevron-left\"><\/i>\n                    <\/button>\n\n                    <div class=\"case-studies__dots\"><\/div>\n\n                    <button class=\"case-studies__btn case-studies__btn--next\">\n                        <i class=\"fas fa-chevron-right\"><\/i>\n                    <\/button>\n                <\/div>\n            <\/div>\n            <\/div>\n<\/section>\n\n\n<section class=\"castelis-faq\"  id=\"faq-section\" >\n    <div class=\"container\">\n        <h2 class=\"faq-title\">\n            <span class=\"slash-prefix\">\/<\/span>\n            <div>Frequently asked questions on data and AI<\/div>\n        <\/h2>\n    <\/div>\n        \n            <div class=\"faq-accordion\">\n                                            \n                <div class=\"faq-item active\">\n                    <div class=\"container\">\n                        <button \n                            class=\"faq-question\" \n                            type=\"button\"\n                            aria-expanded=\"true\"\n                            aria-controls=\"faq-faq-section-0\"\n                            onclick=\"this.closest('.faq-item').classList.toggle('active'); this.setAttribute('aria-expanded', this.getAttribute('aria-expanded') === 'true' ? 'false' : 'true');\"\n                        >\n                            <h3>Where should a data or AI project start?<\/h3>\n                            <i class=\"faq-icon\"><\/i>\n                        <\/button>\n                    <\/div>\n                    <div \n                        class=\"faq-answer\" \n                        id=\"faq-faq-section-0\"\n                        role=\"region\"\n                    >\n                        <div class=\"container\">\n                            <div class=\"faq-answer-content\">\n                                <p>A data or AI project starts with the identification of clear, measurable business challenges. Before any technology, it is essential to define the expected use cases and the value sought.<\/p>\n\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                                            \n                <div class=\"faq-item \">\n                    <div class=\"container\">\n                        <button \n                            class=\"faq-question\" \n                            type=\"button\"\n                            aria-expanded=\"false\"\n                            aria-controls=\"faq-faq-section-1\"\n                            onclick=\"this.closest('.faq-item').classList.toggle('active'); this.setAttribute('aria-expanded', this.getAttribute('aria-expanded') === 'true' ? 'false' : 'true');\"\n                        >\n                            <h3>Is data enough without AI?<\/h3>\n                            <i class=\"faq-icon\"><\/i>\n                        <\/button>\n                    <\/div>\n                    <div \n                        class=\"faq-answer\" \n                        id=\"faq-faq-section-1\"\n                        role=\"region\"\n                    >\n                        <div class=\"container\">\n                            <div class=\"faq-answer-content\">\n                                <p>In many cases, descriptive analysis or reliable indicators already deliver significant value. AI comes as a complement when the complexity or volumes justify it.<\/p>\n\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                                            \n                <div class=\"faq-item \">\n                    <div class=\"container\">\n                        <button \n                            class=\"faq-question\" \n                            type=\"button\"\n                            aria-expanded=\"false\"\n                            aria-controls=\"faq-faq-section-2\"\n                            onclick=\"this.closest('.faq-item').classList.toggle('active'); this.setAttribute('aria-expanded', this.getAttribute('aria-expanded') === 'true' ? 'false' : 'true');\"\n                        >\n                            <h3>How do you guarantee the reliability of results?<\/h3>\n                            <i class=\"faq-icon\"><\/i>\n                        <\/button>\n                    <\/div>\n                    <div \n                        class=\"faq-answer\" \n                        id=\"faq-faq-section-2\"\n                        role=\"region\"\n                    >\n                        <div class=\"container\">\n                            <div class=\"faq-answer-content\">\n                                <p>Reliability depends on data quality, model transparency and continuous validation with business teams.<\/p>\n\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                                            \n                <div class=\"faq-item \">\n                    <div class=\"container\">\n                        <button \n                            class=\"faq-question\" \n                            type=\"button\"\n                            aria-expanded=\"false\"\n                            aria-controls=\"faq-faq-section-3\"\n                            onclick=\"this.closest('.faq-item').classList.toggle('active'); this.setAttribute('aria-expanded', this.getAttribute('aria-expanded') === 'true' ? 'false' : 'true');\"\n                        >\n                            <h3>How do you promote adoption of data usage?<\/h3>\n                            <i class=\"faq-icon\"><\/i>\n                        <\/button>\n                    <\/div>\n                    <div \n                        class=\"faq-answer\" \n                        id=\"faq-faq-section-3\"\n                        role=\"region\"\n                    >\n                        <div class=\"container\">\n                            <div class=\"faq-answer-content\">\n                                <p>Adoption comes through interpretable tools, integrated into existing practices and supported by a change management effort.<\/p>\n\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                    <\/div>\n    <\/section>\n\n\n<section class=\"castelis-contact-form\"  id=\"contact-section\" >\n    <div class=\"container\">   \n                    <div class=\"contact-tag hashtag-title\">CONTACT<\/div>\n        \n                    <h2 class=\"contact-heading\">Let&#039;s talk about your project<\/h2>\n        \n        \n        <div class=\"contact-wrapper\">\n            \n            <div class=\"contact-form-side\">\n                                    <div class=\"contact-form-container\">\n                        \n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 9318812,\n\t\t\t\t\t\t\t\t\tformId: \"312183e0-8b6c-488d-ac79-af4a4fbc82fe\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1777380653000-8439492920\",\n\t\t\t\t\t\t\t\t\tregion: \"na1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1777380653000-8439492920\"><\/div>\n                    <\/div>\n                            <\/div>\n\n            \n            <div class=\"contact-sidebar\">\n                <div class=\"sidebar-content\">\n                                            <h3 class=\"sidebar-heading\">Why choose us?<\/h3>\n                    \n                                            <div class=\"reasons-list\">\n                                                            <div class=\"reason-item\">\n                                    <i class=\"green-icon-bg\"><\/i>\n                                    <div class=\"reason-content\">\n                                        <h4 class=\"reason-title\">Technical expertise<\/h4>\n                                        <div class=\"reason-description\">15+ years of experience, AWS\/Azure certifications, modern stack<\/div>\n                                    <\/div>\n                                <\/div>\n                                                            <div class=\"reason-item\">\n                                    <i class=\"green-icon-bg\"><\/i>\n                                    <div class=\"reason-content\">\n                                        <h4 class=\"reason-title\">Proven methodology<\/h4>\n                                        <div class=\"reason-description\">100+ projects delivered, 95% client satisfaction, on-time delivery<\/div>\n                                    <\/div>\n                                <\/div>\n                                                            <div class=\"reason-item\">\n                                    <i class=\"green-icon-bg\"><\/i>\n                                    <div class=\"reason-content\">\n                                        <h4 class=\"reason-title\">Ongoing support<\/h4>\n                                        <div class=\"reason-description\">TMA available, team training, 24\/7 monitoring<\/div>\n                                    <\/div>\n                                <\/div>\n                                                    <\/div>\n                    \n                                            <div class=\"satisfaction-rating\">\n                            <div class=\"rating-display\">\n                                <div class=\"rating-label\">Satisfaction score<\/div>\n                                <div class=\"rating-number\">4.8\/5<\/div>\n                            <\/div>\n                            <div class=\"rating-stars\">\n                                                                                                            <i class=\"fas fa-star\"><\/i>\n                                                                                                                                                <i class=\"fas fa-star\"><\/i>\n                                                                                                                                                <i class=\"fas fa-star\"><\/i>\n                                                                                                                                                <i class=\"fas fa-star\"><\/i>\n                                                                                                                                                <i class=\"fas fa-star-half-alt\"><\/i>\n                                                                                                <\/div>\n                                                    <\/div>\n                                    <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n            <div class=\"contact-form-image\">\n            <img decoding=\"async\" src=\"https:\/\/www.castelis.com\/wp-content\/uploads\/2025\/12\/designer-working-3d-model-2.png\" alt=\"\" \/>\n        <\/div>\n    <\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":2404,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-2501","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/pages\/2501","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/comments?post=2501"}],"version-history":[{"count":3,"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/pages\/2501\/revisions"}],"predecessor-version":[{"id":2504,"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/pages\/2501\/revisions\/2504"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/media\/2404"}],"wp:attachment":[{"href":"https:\/\/www.castelis.com\/en\/wp-json\/wp\/v2\/media?parent=2501"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}