--- title: Transforming Data Delivery for AI Readiness, Australia & Singapore - Quest description: Explore how organisations in Australia and Singapore deliver data products, where inefficiencies arise, and the true capacity cost of one‑off delivery. image: https://www.coriniumintelligence.com/hubfs/BoD+Quest_State-of-Data-Product-Delivery_Blog%20image%201.png --- [Skip to content](https://www.coriniumintelligence.com/content/transforming-data-delivery-for-ai-readiness#main-content) [![Corinium](https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=646&height=196&name=Corinium-logo_horizontal_reversed.png "Corinium")](https://www.coriniumintelligence.com/) - [Home](https://www.coriniumintelligence.com/content) - [About](https://www.coriniumintelligence.com/aboutus) Show submenu for About - [Services](https://www.coriniumintelligence.com/content/services) - [Events](https://www.coriniumintelligence.com/events-calendar) - [Data Insights](https://www.coriniumintelligence.com/content/tag/data) - [InfoSec Insights](https://www.coriniumintelligence.com/content/tag/infosec) - [AssetOps](https://www.coriniumintelligence.com/assetops) - [Subscribe](https://www.coriniumintelligence.com/content/subscribe) - [More](https://www.coriniumintelligence.com/content/transforming-data-delivery-for-ai-readiness#) Show submenu for More - [Articles](https://www.coriniumintelligence.com/content/tag/articles) - [Videos](https://www.coriniumintelligence.com/content/tag/videos) - [Podcast](https://www.coriniumintelligence.com/content/tag/podcast) - [Reports](https://www.coriniumintelligence.com/content/tag/reports) - [Home](https://www.coriniumintelligence.com/content) - [About](https://www.coriniumintelligence.com/aboutus) Show submenu for About - [Services](https://www.coriniumintelligence.com/content/services) - [Events](https://www.coriniumintelligence.com/events-calendar) - [Data Insights](https://www.coriniumintelligence.com/content/tag/data) - [InfoSec Insights](https://www.coriniumintelligence.com/content/tag/infosec) - [AssetOps](https://www.coriniumintelligence.com/assetops) - [Subscribe](https://www.coriniumintelligence.com/content/subscribe) - [More](https://www.coriniumintelligence.com/content/transforming-data-delivery-for-ai-readiness#) Show submenu for More - [Articles](https://www.coriniumintelligence.com/content/tag/articles) - [Videos](https://www.coriniumintelligence.com/content/tag/videos) - [Podcast](https://www.coriniumintelligence.com/content/tag/podcast) - [Reports](https://www.coriniumintelligence.com/content/tag/reports) #### Search: 4 Jun, 2026 [Reports](https://www.coriniumintelligence.com/content/tag/reports) # Transforming Data Delivery for AI Readiness, Australia & Singapore - Quest ![AUCT01-26 Quest Data Intelligence report Blog image 1](https://www.coriniumintelligence.com/hubfs/BoD+Quest_State-of-Data-Product-Delivery_Blog%20image%201.png) ### *Exploring data delivery differences, operational maturity and the capacity cost of one-off delivery across Australia and Singapore* As enterprises continue to build maturity in their data capabilities, organisations face challenges concerning how to structure operations, allocate resources, and deliver value from data investments. This report, based on survey responses from 154 data and analytics professionals across Australia and Singapore, examines how organisations currently deliver data products, where inefficiencies accumulate, and what priorities are shaping investment decisions across different delivery models. Key findings include: ●    97% of respondents deliver data products, yet only 25% do so through a structured program ●    For most ad-hoc and hybrid operators, one-off non-reusable work consumes between a quarter and half of all team capacity ●    44% of respondents have active AI or GenAI work underway that depends on foundational data preparation Featuring contributing insights from: ●    Brendan Mathias, Director of Analytics and Data Science, Cochlear ●    Rakesh Menon, Data Evangelist, Enterprise Efficiency, Maybank Singapore ●    Ben Pattison, Formerly Chief Data and Analytics Officer, Flight Centre Travel Group ●    Pieter Vorster, General Manager, Data Platforms and Chief Data Officer, Westpac ●    Susan Laine, Global Chief Data Technologist, Quest Software #### Download your free copy of the report below. ### Transforming Data Delivery for AI Readiness, Australia & Singapore   ## Related Posts [![](https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/BoD_ExclusiveSessionsThumbnail.jpg?width=352&name=BoD_ExclusiveSessionsThumbnail.jpg) ](https://www.coriniumintelligence.com/content/enabling-your-organisations-digital-transformation/) ### [Reaching the ‘Fifth V’… Value! – Delivering Business Impact from Data & Analytics](https://www.coriniumintelligence.com/content/enabling-your-organisations-digital-transformation/) DCO UK&I – Panel Discussion: Reaching the ‘Fifth V’… Value! – Delivering Business Impact from Data... [![](https://www.coriniumintelligence.com/hs-fs/hubfs/Imported_Blog_Media/0761-BOD-Festival-Featured-Images-for-On-Demand-Sessions-34-3.png?width=352&name=0761-BOD-Festival-Featured-Images-for-On-Demand-Sessions-34-3.png) ](https://www.coriniumintelligence.com/content/bod-festival-americas/personalization-vs-privacy-the-battle-for-data-driven-transformation) ### [Personalization vs. Privacy - The Battle for Data-Driven Transformation](https://www.coriniumintelligence.com/content/bod-festival-americas/personalization-vs-privacy-the-battle-for-data-driven-transformation) The power of data is unquestionable and its impact on businesses and customers is transformational.... [![](https://www.coriniumintelligence.com/hs-fs/hubfs/Business%20of%20data/images/BOD_TrustedDatareport.jpg?width=352&name=BOD_TrustedDatareport.jpg) ](https://www.coriniumintelligence.com/content/delivering-trusted-data-in-the-public-sector-apac) ### [Delivering Trusted Data in the Public Sector, APAC](https://www.coriniumintelligence.com/content/delivering-trusted-data-in-the-public-sector-apac) The success of digital services depends on trust Data is key to the future of digital online... [![Corinium-logo_horizontal_reversed](https://www.coriniumintelligence.com/hs-fs/hubfs/Corinium%20logo%20+%20branding/Corinium-logo_horizontal_reversed.png?width=646&height=196&name=Corinium-logo_horizontal_reversed.png "Corinium-logo_horizontal_reversed")](https://www.coriniumintelligence.com) Corinium Global Intelligence 20-22 Wenlock Road, London, N1 7GU 0203 432 2335 #### Our Recent Posts - [About Us](https://www.coriniumintelligence.com/aboutus) - [Subscribe](https://www.coriniumintelligence.com/content/subscribe) - [Privacy Policy](https://www.coriniumintelligence.com/privacy-policy) #### Follow Us [Follow us on LinkedIn ](https://www.linkedin.com/showcase/corinium-data-%26-analytics/?isFollowingPage=true) [Follow us on Facebook ](https://www.facebook.com/coriniumglobal/) [Follow us on Twitter ](https://twitter.com/coriniumglobal) [Follow us on YouTube ](https://www.youtube.com/channel/UCnuGiXMWAH5bhfXOfWkPIuw) [Follow us on Facebook ](https://open.spotify.com/show/4op8cNfQRNrZMP5i79Aze9) [Follow us on Facebook ](https://podcasts.apple.com/gb/podcast/the-business-of-data-podcast/id1528796448) ![](https://px.ads.linkedin.com/collect/?pid=182706&fmt=gif) ![](https://px.ads.linkedin.com/collect/?pid=306561&fmt=gif) ![](https://px.ads.linkedin.com/collect/?pid=60306&fmt=gif) ![](https://px.ads.linkedin.com/collect/?pid=1749329&fmt=gif) ![](https://px.ads.linkedin.com/collect/?pid=5553244&fmt=gif) ![](https://px.ads.linkedin.com/collect/?pid=5583316&fmt=gif) ```json { "@context" : "https://schema.org", "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Kye Ling Gan", "url" : "https://www.coriniumintelligence.com/content/author/kye-ling-gan" }, "dateModified" : "2026-06-04T06:34:58.795Z", "datePublished" : "2026-06-04T06:34:58.000Z", "headline" : "Transforming Data Delivery for AI Readiness, Australia & Singapore - Quest", "image" : [ "https://www.coriniumintelligence.com/hubfs/BoD+Quest_State-of-Data-Product-Delivery_Blog%20image%201.png" ], "mainEntityOfPage" : { "@id" : "https://www.coriniumintelligence.com/content/transforming-data-delivery-for-ai-readiness", "@type" : "WebPage" }, "publisher" : { "@type" : "Organization", "logo" : { "@type" : "ImageObject", "url" : "https://www.coriniumintelligence.com/hubfs/Corinium-logo_+tagline_horizontal_web-header.png" }, "name" : "Corinium Global Intelligence Limited" } } ```