RECENT STORIES:

Addressing digital sovereignty in a data-driven world
13th World Peace Forum held in Beijing, calls for shared responsibilit...
13th World Peace Forum held in Beijing, calls for shared responsibilit...
Warmth in the Harsh Winter: BRICS Cooperation Lights the Way to a Shar...
BLUETTI Unveils New Premium 100 V2 at Government & Public Sector W...
Yingfa Ruineng Joins UN Global Compact, Aiming to Lead Photovoltaic Se...
LOGIN REGISTER
DigiconAsia
  • Features
    • Featured

      Does ROI really matter in AI?

      Does ROI really matter in AI?

      Thursday, June 19, 2025, 2:57 PM Asia/Singapore | Features
    • Featured

      Reinventing insurance IT: A case study in digital transformation

      Reinventing insurance IT: A case study in digital transformation

      Friday, June 13, 2025, 11:22 AM Asia/Singapore | Features, Newsletter
    • Featured

      Siemens Digital Industries Software users share their transformation journeys

      Siemens Digital Industries Software users share their transformation journeys

      Thursday, June 5, 2025, 4:27 PM Asia/Singapore | Case Studies, Features, Newsletter
  • News
    • Featured

      Humanoid robots demonstrate real-world agility as commercialization accelerates

      Humanoid robots demonstrate real-world agility as commercialization accelerates

      Friday, July 4, 2025, 4:19 PM Asia/Singapore | News, Newsletter
    • Featured

      China call center workers voice frustrations over generative AI bot limitations

      China call center workers voice frustrations over generative AI bot limitations

      Friday, July 4, 2025, 3:23 PM Asia/Singapore | News, Newsletter
    • Featured

      Ranking the most disruptive technologies yearly can help industries navigate change

      Ranking the most disruptive technologies yearly can help industries navigate change

      Thursday, July 3, 2025, 12:23 PM Asia/Singapore | News, Newsletter
  • Perspectives
  • Tips & Strategies
  • Whitepapers
  • Awards 2023
  • Directory
  • E-Learning

Select Page

Features

Why AI deployments fail – and how to avoid it

By Victor Ng | Wednesday, April 30, 2025, 2:22 PM Asia/Singapore

Why AI deployments fail – and how to avoid it

As AI goes mainstream in Asia Pacific, organizations often grapple with infrastructure governance and ROI challenges.

With AI adoption accelerating across the enterprise landscape, many organizations in Asia aim to deploy AI at scale while staying cost-effective, secure and compliant.

How can they achieve this without overwhelming technology infrastructure or creating operational chaos? DigiconAsia finds out in the Q&A with Matthew Hardman, Chief Technology Officer, APAC, Hitachi Vantara.

How are savvy enterprises building AI-ready environments without creating “chaos”?

Matthew Hardman (MH): As AI moves from hype to reality, the real challenge for enterprises isn’t just adopting it; it’s doing so in a way that doesn’t overwhelm IT systems or create operational chaos. A big part of that comes down to having the right data foundation. AI is only as good as the data it’s trained on, but the reality is that many organizations are still struggling with messy, unstructured, and unreliable data.

Our research found that, in Asia, only 30% of data is structured, which means most AI systems are working with information that’s incomplete or difficult to process.

Beyond data, AI lifecycle management is another major factor. AI isn’t just about building models – it’s about deploying, monitoring, and continuously improving them. Without a strong MLOps framework, businesses can quickly run into bottlenecks, where AI projects get stuck in pilot mode and never scale.

Governance is equally important, because without proper oversight, AI can lead to compliance risks, security issues, and even unintended bias in decision-making.

Scalability is also a key consideration. AI workloads can be resource-intensive, and with data storage demands in Asia expected to rise 123% in the next two years, many enterprises risk overloading their infrastructure. The smartest companies are tackling this by optimizing cloud strategies, leveraging AI-accelerated infrastructure, and ensuring their systems can handle increasing AI demands without spiraling costs.

The goal isn’t just to adopt AI – it’s to do it in a way that is scalable, structured, and aligned with real business outcomes.

Pages: 1 2

Share:

PreviousWhy AI without the Human Element will be just a management pleaser
NextSUS ENVIRONMENT Supports Vietnam’s Green Energy Transition

Related Posts

AI: boon or bane in the new normal?

AI: boon or bane in the new normal?

July 2, 2020

Secure steps for optimal business productivity

Secure steps for optimal business productivity

April 1, 2021

Come rain or shine or pandemic, military training must go on…

AR/VR in military training in times of pandemic

April 29, 2021

Singapore/Hong Kong jobs data: what are the top-paying skills?

Singapore/Hong Kong jobs data: what are the top-paying skills?

August 30, 2022

Leave a reply Cancel reply

You must be logged in to post a comment.

Awards Nomination Banner

gamification list

PARTICIPATE NOW

top placement

Whitepapers

  • Achieve Modernization Without the Complexity

    Achieve Modernization Without the Complexity

    Transforming IT infrastructure is crucial …Download Whitepaper
  • 5 Steps to Boost IT Infrastructure Reliability

    5 Steps to Boost IT Infrastructure Reliability

    In today's fast-evolving tech landscape, …Download Whitepaper
  • Simplify Payroll Setup for Your Small Business

    Simplify Payroll Setup for Your Small Business

    In our free guide, "How …Download Whitepaper
  • Overcoming the Challenges of Cost & Complexity in the Cloud-first Era.

    Overcoming the Challenges of Cost & Complexity in the Cloud-first Era.

    Download Whitepaper

Middle Placement

Case Studies

  • How Iress is moving to EveryOps

    How Iress is moving to EveryOps

    Scaling compliance, security & efficiency …Read More
  • How Nissin Foods turned tangled, siloed data into smooth-as-noodles actionable assets

    How Nissin Foods turned tangled, siloed data into smooth-as-noodles actionable assets

    The trick is to unify …Read More
  • Agentic AI automation prescribes better healthcare for Speedoc (Singapore) patients

    Agentic AI automation prescribes better healthcare for Speedoc (Singapore) patients

    Innovative technology enhances clinical workflows, …Read More
  • Mitigating high inflation with high tech: Fairprice Group (Singapore) taps cloud and AI

    Mitigating high inflation with high tech: Fairprice Group (Singapore) taps cloud and AI

    Given Singapore’s high standard of …Read More

Bottom Sidebar

Other News

  • 13th World Peace Forum held in Beijing, calls for shared responsibility in global peace

    July 5, 2025
    BEIJING, July 5, 2025 /PRNewswire/ …Read More »
  • 13th World Peace Forum held in Beijing, calls for shared responsibility in global peace

    July 5, 2025
    BEIJING, July 5, 2025 /PRNewswire/ …Read More »
  • Warmth in the Harsh Winter: BRICS Cooperation Lights the Way to a Shared Future

    July 4, 2025
    BEIJING, July 4, 2025 /PRNewswire/ …Read More »
  • BLUETTI Unveils New Premium 100 V2 at Government & Public Sector Week

    July 4, 2025
    Compact Emergency Power from Your …Read More »
  • Yingfa Ruineng Joins UN Global Compact, Aiming to Lead Photovoltaic Sector Through Sustainability

    July 4, 2025
    YIBIN, China, July 4, 2025 …Read More »
  • Our Brands
  • CybersecAsia
  • MartechAsia
  • Home
  • About Us
  • Contact Us
  • Sitemap
  • Privacy & Cookies
  • Terms of Use
  • Advertising & Reprint Policy
  • Media Kit
  • Subscribe
  • Manage Subscriptions
  • Newsletter

Copyright © 2025 DigiconAsia All Rights Reserved.