{"id":65822,"date":"2026-06-22T16:08:07","date_gmt":"2026-06-22T16:08:07","guid":{"rendered":"https:\/\/www.elixirr.com\/en-gb\/?post_type=case_study&#038;p=65822"},"modified":"2026-06-22T16:58:55","modified_gmt":"2026-06-22T16:58:55","slug":"supporting-a-pe-backed-software-platform-with-rapid-ai-interventions-to-improve-engineering-quality","status":"publish","type":"case_study","link":"https:\/\/www.elixirr.com\/en-gb\/case-studies\/supporting-a-pe-backed-software-platform-with-rapid-ai-interventions-to-improve-engineering-quality\/","title":{"rendered":"Supporting a PE-backed software platform with rapid AI interventions to improve engineering quality"},"content":{"rendered":"<section\n    class=\"wp-block-text-block edwp-block layout--spacing-y bg--none\"\n    >\n    <div class=\"wp-block-text-block__container container fade-in\">\n        <div class=\"wp-block-text-block__content wysiwyg\">\n            <p><span class=\"TextRun SCXW132572507 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132572507 BCX8\">A<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">\u00a0private equity-backed software platform\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">business\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">was experiencing\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">engineering\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">delivery challenges that threatened\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">customer experience<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">\u00a0and retention<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">.\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">We\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">helped<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">our\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">client<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">\u00a0stabilise the platform, improve engineering quality and accelerate software delivery through AI-enabled engineering practices, automated\u00a0<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">testing<\/span><span class=\"NormalTextRun SCXW132572507 BCX8\">\u00a0and targeted operational interventions.<\/span><\/span><span class=\"EOP Selected SCXW132572507 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li>Outcome 1: Stabilised engineering delivery through a dedicated war room and targeted operational interventions, restoring visibility, governance and confidence in platform performance<\/li>\n<li>Outcome 2: Automated more than 6,000 test cases and delivered two proof-of-concepts, significantly improving release quality, reducing manual testing effort and accelerating development cycles<\/li>\n<li>Outcome 3: Deployed three AI engineering agents to enhance developer productivity, strengthen code quality and improve release and performance visibility<\/li>\n<\/ul>\n        <\/div>\n            <\/div>\n<\/section>\n\n\n<section\n    class=\"wp-block-banner edwp-block layout--spacing-y bg--secondary wp-block-banner--content-right\"\n    >\n    <div class=\"container wp-block-banner__container\">\n        <div class=\"edwp-component edwp-fade-in wp-block-banner__content\">\n            <h2 class=\"wp-component-heading wp-component-content__title text--h1\">\n    The challenge<\/h2>                <div class=\"wp-component-content__content wp-component-content__content--cols-1 wysiwyg\">\n                            <div class=\"wp-component-content__column\">\n                    <p><span class=\"TextRun SCXW4320147 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW4320147 BCX8\">Software businesses backed by private equity face increasing pressure to deliver reliable customer experiences whilst\u00a0<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">maintaining<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">\u00a0rapid growth. As technology platforms mature, technical debt, inconsistent development practices<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">\u00a0<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">and growing operational complexity can create risks to customer retention and future value creation.<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">\u00a0<\/span><\/span><span class=\"TextRun SCXW4320147 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4320147 BCX8\">For investors, understanding whether challenges stem from engineering execution, platform architecture, operating\u00a0<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">discipline<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">\u00a0or broader strategic issues is critical before making further investment decisions.<\/span><\/span><span class=\"TextRun SCXW4320147 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW4320147 BCX8\">\u00a0<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">Our client<\/span><span class=\"NormalTextRun SCXW4320147 BCX8\">\u00a0faced this exact challenge as platform instability began affecting delivery performance and customer experience.<\/span><\/span><span class=\"EOP Selected SCXW4320147 BCX8\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span class=\"TextRun SCXW226110780 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW226110780 BCX8\">The client\u2019s software platform faced stability challenges around crashes, concurrency issues, and engineering challenges<\/span><span class=\"NormalTextRun SCXW226110780 BCX8\">. Platform instability, inconsistent release quality and inefficient testing processes were creating operational risk and\u00a0<\/span><span class=\"NormalTextRun SCXW226110780 BCX8\">impacting<\/span><span class=\"NormalTextRun SCXW226110780 BCX8\">\u00a0customer confidence. Development teams lacked sufficient visibility into quality and productivity metrics, while manual testing and troubleshooting slowed issue resolution.\u00a0<\/span><\/span><span class=\"TextRun SCXW226110780 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW226110780 BCX8\">Before making longer-term decisions\u00a0<\/span><span class=\"NormalTextRun SCXW226110780 BCX8\">regarding<\/span><span class=\"NormalTextRun SCXW226110780 BCX8\">\u00a0platform modernisation and investment, the private equity sponsor needed confidence that the delivery organisation could regain control, stabilise performance and execute consistently against business priorities.<\/span><\/span><span class=\"EOP Selected SCXW226110780 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n                <\/div>\n                    <\/div>\n                    <\/div>            <\/div>\n<\/section>\n\n\n<section\n    class=\"wp-block-banner edwp-block layout--none bg--secondary wp-block-banner--content-right\"\n    >\n    <div class=\"container wp-block-banner__container\">\n        <div class=\"edwp-component edwp-fade-in wp-block-banner__content\">\n            <h2 class=\"wp-component-heading wp-component-content__title text--h1\">\n    The approach<\/h2>                <div class=\"wp-component-content__content wp-component-content__content--cols-1 wysiwyg\">\n                            <div class=\"wp-component-content__column\">\n                    <p><span class=\"TextRun SCXW259922508 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW259922508 BCX8\">We<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">\u00a0began with a rapid\u00a0<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">10-day\u00a0<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">diagnostic to\u00a0<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">identify<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">\u00a0the root causes of delivery challenges and prioritise the highest-impact interventions.<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">\u00a0<\/span><\/span><span class=\"TextRun SCXW259922508 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW259922508 BCX8\">We\u00a0<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">established<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">\u00a0a focused improvement programme combining engineering governance, operational oversight, AI-enabled development, AI-automated\u00a0<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">testing<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">\u00a0and quality assurance enhancements.<\/span><\/span><span class=\"TextRun SCXW259922508 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW259922508 BCX8\">\u00a0Working alongside engineering and leadership teams, we\u00a0<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">built and\u00a0<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">deployed AI agents to support developers and quality assurance teams, implemented large-scale test\u00a0<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">automation<\/span><span class=\"NormalTextRun SCXW259922508 BCX8\">\u00a0and introduced performance dashboards to improve operational visibility. This allowed improvements to be delivered quickly whilst creating the foundations for longer-term capability development.<\/span><\/span><span class=\"EOP Selected SCXW259922508 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n                <\/div>\n                    <\/div>\n                    <\/div>            <\/div>\n<\/section>\n\n\n<section\n    class=\"wp-block-banner edwp-block layout--spacing-y bg--secondary wp-block-banner--content-right\"\n    >\n    <div class=\"container wp-block-banner__container\">\n        <div class=\"edwp-component edwp-fade-in wp-block-banner__content\">\n            <h2 class=\"wp-component-heading wp-component-content__title text--h1\">\n    The impact<\/h2>                <div class=\"wp-component-content__content wp-component-content__content--cols-1 wysiwyg\">\n                            <div class=\"wp-component-content__column\">\n                    <p><span class=\"TextRun SCXW19023168 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW19023168 BCX8\">The programme stabilised engineering delivery, improved software\u00a0<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">quality<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">\u00a0and restored confidence in the platform\u2019s ability to support future growth.<\/span><\/span><span class=\"TextRun SCXW19023168 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW19023168 BCX8\">\u00a0<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">A<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">utomated testing reduced manual effort whilst increasing release reliability<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">\u00a0and quality<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">, helping teams\u00a0<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">identify<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">\u00a0and resolve issues earlier in the development process.\u00a0<\/span><\/span><span class=\"TextRun SCXW19023168 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW19023168 BCX8\">Improved governance, operational visibility and AI-enabled engineering tools increased productivity, strengthened delivery discipline and provided greater visibility into performance metrics.\u00a0<\/span><\/span><span class=\"TextRun SCXW19023168 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW19023168 BCX8\">Beyond immediate operational improvements,\u00a0<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">our<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">\u00a0client was left with scalable engineering capabilities, stronger development\u00a0<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">practices<\/span><span class=\"NormalTextRun SCXW19023168 BCX8\">\u00a0and a clearer understanding of future investment priorities. This enabled both management and investors to make more informed decisions about the platform\u2019s next stage of growth.<\/span><\/span><span class=\"EOP SCXW19023168 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n                <\/div>\n                    <\/div>\n                    <\/div>            <\/div>\n<\/section>\n\n\n    <section\n        class=\"wp-block-cards edwp-block layout--spacing-y bg--none wp-block-cards--columns-3  wp-block-cards--resources wp-block-cards--case_study\"\n        >\n        <div class=\"container wp-block-cards__container\">\n            <div class=\"edwp-component edwp-fade-in wp-block-cards__content\">\n            <h2 class=\"wp-component-heading wp-component-content__title text--h1\">\n    You may also like<\/h2>                        <\/div>                                        <div class=\"wp-block-cards__cards edwp-row-load\">\n                    <article class=\"wp-component-card edwp-component wp-component-card--content 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    <div class=\"wp-component-card__content edwp-row-load\">\n                                    <p class=\"wp-component-card__eyebrow\">\n                Generative AI            <\/p>\n                <a href='https:\/\/www.elixirr.com\/en-gb\/case-studies\/supporting-a-pe-backed-software-platform-with-rapid-ai-interventions-to-improve-engineering-quality\/' class='wp-component-card__title'>\n            <h2>\n                Supporting a PE-backed software platform with rapid AI interventions to improve engineering quality\n            <\/h2>\n        <\/a>                                                            <div class=\"wp-component-card__meta\">\n                                                                <div class=\"wp-component-card__terms\">\n                                                                                                                                                                                                                <div class=\"wp-component-tags edwp-component\">\n                        <div class=\"wp-component-tags__tag\">\n                Private Equity            <\/div>\n                                <div class=\"wp-component-tags__tag\">\n                Technology            <\/div>\n                                <div class=\"wp-component-tags__tag\">\n                Generative AI            <\/div>\n                <\/div>\n                        <\/div>\n                                    <\/div>\n                                                    <div class=\"wp-component-card__button-wrapper\">\n                    <button class=\"btn btn--link arrow wp-component-card__button\">\n                                                                            Read more                                                                            <span class='edwp-svg '><svg width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<g 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0.565857 9.80193 0.683084 9.68471C0.800312 9.56748 0.959309 9.50162 1.12509 9.50162Z\" fill=\"#1D0F25\"\/>\n<\/g>\n<\/svg>\n<\/span>                                            <\/button>\n                <\/div>\n                                            <\/div>\n<\/article>\n<article class=\"wp-component-card edwp-component wp-component-card--content wp-component-card--case_study wp-block-cards__card            wp-component-card--link js-card-link\n        edwp-fade-in\">\n            <figure class=\"wp-component-card__image-wrapper\">\n                            <img decoding=\"async\" width=\"820\" height=\"492\" data-src=\"https:\/\/www.elixirr.com\/en-gb\/wp-content\/uploads\/2025\/10\/Plug-european-pe-firm_article.jpg\" class=\"wp-component-card__image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.elixirr.com\/en-gb\/wp-content\/uploads\/2025\/10\/Plug-european-pe-firm_article.jpg 820w, 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13.9531C18.6442 13.7827 18.9735 13.6951 19.3078 13.6994C19.6421 13.7037 19.9692 13.7998 20.2548 13.9776L33.4237 22.0406C33.6981 22.2166 33.9244 22.461 34.0812 22.751C34.238 23.0409 34.3203 23.3668 34.3203 23.6982C34.3203 24.0295 34.238 24.3555 34.0812 24.6454C33.9244 24.9353 33.6981 25.1798 33.4237 25.3558L20.2527 33.421C19.9604 33.6017 19.6256 33.6979 19.2841 33.6992Z\" fill=\"currentColor\"\/>\n<\/g>\n<\/svg>\n<\/span>            <\/div>\n                        <\/figure>\n        <div class=\"wp-component-card__content edwp-row-load\">\n                                    <p class=\"wp-component-card__eyebrow\">\n                IT Strategy            <\/p>\n                <a href='https:\/\/www.elixirr.com\/en-gb\/case-studies\/leading-private-equity-firm-designing-an-it-target-operating-model\/' class='wp-component-card__title'>\n            <h2>\n                Leading private equity firm: designing an IT target operating model\n            <\/h2>\n        <\/a>                                                            <div class=\"wp-component-card__meta\">\n                                                                <div class=\"wp-component-card__terms\">\n                                                                                                                                                                                                                <div class=\"wp-component-tags edwp-component\">\n                        <div class=\"wp-component-tags__tag\">\n                Private Equity            <\/div>\n                                <div class=\"wp-component-tags__tag\">\n                IT Strategy            <\/div>\n                <\/div>\n                        <\/div>\n                                    <\/div>\n                                                    <div class=\"wp-component-card__button-wrapper\">\n                    <button class=\"btn btn--link arrow wp-component-card__button\">\n                                                                            Read more                                                                            <span class='edwp-svg '><svg width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<g id=\"Lg\">\n<path id=\"Vector\" d=\"M1.12509 9.50162H15.8648L9.43259 3.06941C9.374 3.0113 9.3275 2.94216 9.29576 2.86599C9.26403 2.78981 9.24769 2.70811 9.24769 2.62559C9.24769 2.54307 9.26403 2.46137 9.29576 2.38519C9.3275 2.30902 9.374 2.23988 9.43259 2.18177C9.54971 2.06535 9.70814 2 9.87328 2C10.0384 2 10.1969 2.06535 10.314 2.18177L17.8151 9.6829C17.8737 9.74101 17.9202 9.81014 17.9519 9.88632C17.9837 9.96249 18 10.0442 18 10.1267C18 10.2092 17.9837 10.2909 17.9519 10.3671C17.9202 10.4433 17.8737 10.5124 17.8151 10.5705L10.314 18.0717C10.1975 18.1871 10.0404 18.2522 9.87641 18.2529C9.79414 18.2534 9.71259 18.2376 9.63643 18.2065C9.56027 18.1754 9.491 18.1296 9.43259 18.0717C9.374 18.0135 9.3275 17.9444 9.29576 17.8682C9.26403 17.7921 9.24769 17.7104 9.24769 17.6278C9.24769 17.5453 9.26403 17.4636 9.29576 17.3874C9.3275 17.3113 9.374 17.2421 9.43259 17.184L15.8711 10.7518H1.12509C0.959309 10.7518 0.800312 10.686 0.683084 10.5687C0.565857 10.4515 0.5 10.2925 0.5 10.1267C0.5 9.96093 0.565857 9.80193 0.683084 9.68471C0.800312 9.56748 0.959309 9.50162 1.12509 9.50162Z\" fill=\"#1D0F25\"\/>\n<\/g>\n<\/svg>\n<\/span>                                            <\/button>\n                <\/div>\n                                            <\/div>\n<\/article>\n<article class=\"wp-component-card edwp-component wp-component-card--content wp-component-card--case_study wp-block-cards__card            wp-component-card--link js-card-link\n        edwp-fade-in\">\n            <figure class=\"wp-component-card__image-wrapper\">\n                            <img decoding=\"async\" width=\"820\" height=\"492\" 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45.2744 23.5508C45.2744 11.4974 35.4674 1.68957 23.4141 1.68945Z\" fill=\"currentColor\"\/>\n<path d=\"M19.2841 33.6992C18.9579 33.6986 18.6374 33.6111 18.3543 33.4454C17.7167 33.0759 17.3203 32.3585 17.3203 31.5797V15.8189C17.3203 15.0379 17.7167 14.3227 18.3543 13.9531C18.6442 13.7827 18.9735 13.6951 19.3078 13.6994C19.6421 13.7037 19.9692 13.7998 20.2548 13.9776L33.4237 22.0406C33.6981 22.2166 33.9244 22.461 34.0812 22.751C34.238 23.0409 34.3203 23.3668 34.3203 23.6982C34.3203 24.0295 34.238 24.3555 34.0812 24.6454C33.9244 24.9353 33.6981 25.1798 33.4237 25.3558L20.2527 33.421C19.9604 33.6017 19.6256 33.6979 19.2841 33.6992Z\" fill=\"currentColor\"\/>\n<\/g>\n<\/svg>\n<\/span>            <\/div>\n                        <\/figure>\n        <div class=\"wp-component-card__content edwp-row-load\">\n                                    <p class=\"wp-component-card__eyebrow\">\n                Mergers &amp; Acquisitions            <\/p>\n                <a href='https:\/\/www.elixirr.com\/en-gb\/case-studies\/european-venture-capital-firm-delivering-commercial-due-diligence\/' class='wp-component-card__title'>\n            <h2>\n                European venture capital firm: delivering commercial due diligence\n            <\/h2>\n        <\/a>                                                            <div class=\"wp-component-card__meta\">\n                                                                <div class=\"wp-component-card__terms\">\n                                                                                                                                                                                                                <div class=\"wp-component-tags edwp-component\">\n                        <div class=\"wp-component-tags__tag\">\n                Private Equity            <\/div>\n                                <div class=\"wp-component-tags__tag\">\n                Mergers &amp; Acquisitions            <\/div>\n                <\/div>\n                        <\/div>\n                                    <\/div>\n                                                    <div class=\"wp-component-card__button-wrapper\">\n                    <button class=\"btn btn--link arrow wp-component-card__button\">\n                                                                            Read more                                                                            <span class='edwp-svg '><svg width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<g id=\"Lg\">\n<path id=\"Vector\" d=\"M1.12509 9.50162H15.8648L9.43259 3.06941C9.374 3.0113 9.3275 2.94216 9.29576 2.86599C9.26403 2.78981 9.24769 2.70811 9.24769 2.62559C9.24769 2.54307 9.26403 2.46137 9.29576 2.38519C9.3275 2.30902 9.374 2.23988 9.43259 2.18177C9.54971 2.06535 9.70814 2 9.87328 2C10.0384 2 10.1969 2.06535 10.314 2.18177L17.8151 9.6829C17.8737 9.74101 17.9202 9.81014 17.9519 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<\/div>\n                        <\/figure>\n        <div class=\"wp-component-card__content edwp-row-load\">\n                                    <p class=\"wp-component-card__eyebrow\">\n                Generative AI            <\/p>\n                <a href='https:\/\/www.elixirr.com\/en-gb\/case-studies\/supporting-a-pe-backed-software-platform-with-rapid-ai-interventions-to-improve-engineering-quality\/' class='wp-component-card__title'>\n            <h2>\n                Supporting a PE-backed software platform with rapid AI interventions to improve engineering quality\n            <\/h2>\n        <\/a>                                                            <div class=\"wp-component-card__meta\">\n                                            <p class=\"wp-component-card__date\">\n                            22 June 2026                        <\/p>\n                                                                <div class=\"wp-component-card__terms\">\n                                                                                                                                                                                                                <div class=\"wp-component-tags edwp-component\">\n                        <div class=\"wp-component-tags__tag\">\n                Private Equity            <\/div>\n                                <div class=\"wp-component-tags__tag\">\n                Technology            <\/div>\n                                <div class=\"wp-component-tags__tag\">\n                Generative AI            <\/div>\n                <\/div>\n                        <\/div>\n                                    <\/div>\n                                                    <div class=\"wp-component-card__button-wrapper\">\n                    <button class=\"btn btn--link arrow wp-component-card__button\">\n                                                                            Read more                                  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