Partners
Overview
Can Enterprises Trust GenAI Without Context? – Connected Data, Explainability, and Governance in Enterprise AI
By 2026, generative AI will be embedded across core enterprise workflows, increasingly influencing customer interactions, operational efficiency, and risk-related decisions. While adoption across Asia/Pacific continues to accelerate, scaling GenAI safely and responsibly remains a significant challenge for many organizations.
IDC research indicates that by 2027, companies that do not prioritize high-quality, AI-ready data will experience up to a 20% productivity loss. At the same time, 65% of organizations in Asia/Pacific are expected to adopt composite AI approaches combining generative, predictive, and agentic capabilities to improve explainability and reliability.
This closed-door executive roundtable brings together CIOs and senior technology leaders to explore a central question: can enterprises trust GenAI at scale without a connected understanding of enterprise data, relationships, and policies? Drawing on IDC research and regional enterprise experiences, the discussion will examine how connected data and graph-based intelligence are becoming foundational to explainable, governed, and production-ready GenAI systems.
What’s in it for You?
- Gain Research Insights: Learn from IDC’s latest global and APeJ research on AI and GenAI adoption, trends, and enterprise challenges.
- Understand Connected Data: Discover why connected intelligence is critical for scaling AI and improving decision-making.
- See Graph Technology in Action: Learn how graph-based approaches help organizations enhance AI accuracy, explainability, and trust.
Agenda
Driving Enterprise AI and Insights
One Day Event
Registration, Tea/Coffee & Networking
Welcome Address
Xander Smart
General Manager – ASEAN, Neo4j
The Future of Enterprise AI: From Data Silos to Connected Intelligence
As AI adoption accelerates, data silos remain a major barrier to scale. This session explores how enterprises can unify fragmented data, enable real-time insights, and build connected intelligence that drives smarter decisions and business growth.
Sandra Ng
Senior Vice President, WW and APJ Research, IDC
Graph Intelligence in Action: Real-World AI Use Cases Across Industries
Graph intelligence is transforming how organizations uncover relationships, detect patterns, and generate actionable insights.
Xander Smart
General Manager – ASEAN, Neo4j
Open Discussion: Scaling Trusted GenAI: Why Connected Data Is the Missing Link
Explore how connected, contextual data helps enterprises scale Generative AI responsibly by improving accuracy, trust, and governance while reducing risk.
Sandra Ng
Senior Vice President, WW and APJ Research, IDC
Xander Smart
General Manager – ASEAN, Neo4j
Summary
Sandra Ng
Senior Vice President, WW and APJ Research, IDC
Lunch and Networking
Speakers
Sandra Ng
Sandra Ng is Group Vice President and General Manager for IDC Asia/Pacific including Japan (APJ) research. Based in Singapore, she is responsible for thought leadership and deep-dive insights and advisory content on IDC’s 3rd Platform disruptive pillars of Cloud, Mobility, Big Data Analytics, and Social along with C-suite (CIO, CMO, CEO, COO, CFO and CxO) research and tech buyer engagements as well as the Service Provider industry. In her role, she advises both tech buyers (CIO and LoB) and IT suppliers/enablers across the ICT marketplace.
As IT becomes the epicenter of our economy, IDC sees the intersection of Digital Transformation (DX) and the 3rd Platform’s Innovation Stage. Here is where we see governments, industries and consumers consuming the four technology pillars as well as increasingly the six innovation accelerators (Internet of Things or IoT, cognitive computing, 3D printing, robotics, next-gen security, and augmented/virtual reality [AR/VR]). To this end, IDC created a portfolio of tech buyer/end-user research and methodology frameworks, the IDC DecisionScapes, to provide targeted advice in an increasingly complex and fast-paced marketplace.
Sandra leads a team of IDC’s senior analysts with collective expertise across the ICT industry. This team leverages the core research created by IDC’s Asia/Pacific Domain Research Group, through contextualizing the content and increasing its relevance for clients and their businesses. This value creation process enhances the proposition IDC brings to strategy, planning and market intelligence stakeholders. This unique delivery of research content also brings with it IDC’s thought leadership analysis and business executive insights for marketing, product management, sales and strategic leadership teams within the client’s organization.
Along with the Domain Research team, the Practice Group extensively collaborates with IDC’s Integrated Marketing Programs (IMP), IDC’s Industry Insights, and IDC’s Consulting organizations to provide a comprehensive scope of intelligence services to meet the diverse needs of today’s dynamic and complex technology marketplace.
From research to IDC’s customized go-to-market services (GMS) to executive roundtables and end-user events, Sandra and her team provide independent and insightful perspectives of market conditions, assisting clients in making informed business decisions and achieving business goals.
Sandra’s role also extends beyond quality research content delivery. She plays a key role in driving forward-looking assessment and analysis, often sharing her market insights and predictions to Asia Pacific management teams and heads of strategy within her customer base. She moderates and engages extensively with the client communities, including both traditional technology buyers and increasingly influential line of business heads often leveraging the IDC DecisionScape methodologies and deep-dive research.
Sandra has been in the Information and Communications Technology (ICT) advisory and consulting industry for 20 years. While her technology research expertise is vast and diverse, she is best known in the industry for her Telecommunications knowledge and opinions within the Asia Pacific region. Her ability to discuss broad, strategic and converged issues across the ICT industry enables her to engage with many C-level management teams and technology executives in Asia.
Prior to joining IDC, Sandra was with Gartner/Dataquest for more than four years, where she was managing a variety of IT research projects ranging from midrange systems to peripherals. In addition to base unit research, she was actively leading in channel and consulting work.
Sandra has established a keen following within the Asia Pacific media fraternity and is frequently quoted in leading regional business and trade publications such as the Asian Wall Street Journal, Computer World, Telecom Asia, tele.com and Wireless World, and also in locally-based media such as Singapore’s Business Times and Hong Kong’s South China Morning Post. She is often invited to present IDC’s opinions on CNBC Asia, Bloomberg and Channel News Asia. Sandra is also a regular keynote speaker at global and regional ICT conferences.
Fluent in English and Mandarin, Sandra graduated from National University of Singapore with a Bachelor of Business Administration degree.
Event Sessions
Tuesday, May 19 2026 1:05 pm | Location:
Summary
Tuesday, May 19 2026 12:35 pm | Location:
Open Discussion: Scaling Trusted GenAI: Why Connected Data Is the Missing Link
Explore how connected, contextual data helps enterprises scale Generative AI responsibly by improving accuracy, trust, and governance while reducing risk.
Tuesday, May 19 2026 12:10 pm | Location:
The Future of Enterprise AI: From Data Silos to Connected Intelligence
As AI adoption accelerates, data silos remain a major barrier to scale. This session explores how enterprises can unify fragmented data, enable real-time insights, and build connected intelligence that drives smarter decisions and business growth.
Xander Smart
Event Sessions
Tuesday, May 19 2026 12:35 pm | Location:
Open Discussion: Scaling Trusted GenAI: Why Connected Data Is the Missing Link
Explore how connected, contextual data helps enterprises scale Generative AI responsibly by improving accuracy, trust, and governance while reducing risk.
Tuesday, May 19 2026 12:20 pm | Location:
Graph Intelligence in Action: Real-World AI Use Cases Across Industries
Graph intelligence is transforming how organizations uncover relationships, detect patterns, and generate actionable insights.
Tuesday, May 19 2026 12:00 pm | Location:
Welcome Address
Partners

Venue
The St Regis Singapore
29 Tanglin Rd, Singapore 24791
The St. Regis Singapore is a premier luxury hotel located at the crossroads of Orchard Road and the Singapore Botanic Gardens, making this place perfect for an executive roundtable session.