" We did a survey with The Economist globally which obviously included Europe and APAC as well. And we asked the question, 'Does my organization's current architecture supports the unique demands of AI workloads.' Basically 85% said, 'No. We don't have the architecture to support it.' Some partially does, but it needs lots of modifications. So we can still feel a lot of people are still in the early stages and that data point ties back to: 85% of GenAI [proof of concepts] has not gone into production. I think that another interesting point is, 'Does your architecture connect AI application? -your relevant business data.' which is probably nearly even more important for me. Again, it was still about 80%- 'We don't have that.' Because that business data is all over the place. Without the clean data, you cannot get good AI." - Patrick Kelly 

Fresh out of the studio, Patrick Kelly, Senior Director for Digital Natives, Startups &amp; Enterprise and Commercial Sales in Southeast Asia at Databricks, joins us to discuss how data intelligence is powering enterprise AI applications in ASEAN. Beginning with his career journey from network engineering to tech leadership across Asian markets, Patrick explained how Databricks pioneered the Lakehouse architecture and integrated generative AI into enterprise workloads. Emphasizing the critical role of data quality in AI success, he showcased compelling customer case studies from across ASEAN and revealed striking generative AI trends in Asia - notably that 85% of organizations lack proper architecture to support AI workloads, reinforcing that clean data remains foundational for effective AI implementation. Patrick concluded by sharing his vision of what success looks like for Databricks in Southeast Asia. 

Audio Episode Highlights: [00:46] Quote of the Day #QOTD [01:49] Introduction: Patrick Kelly from Databricks [02:28] Career journey from network engineering to technology sales leadership [06:43] Lessons from Patrick's career journey [09:10] The Data &amp; AI total market opportunity in Southeast Asia and How Databricks is poised to capture the market. [10:08] How Databricks pioneered the Lakehouse concept, combining data lake and data warehouse capabilities. [15:24] The One Thing that Patrick know about Databricks that very few do. [17:52] Customer success stories from Grab, GetGo, GovTech to Siam Commercial Bank [22:50] How Mosaic AI positioned Databricks to develop enterprise-quality AI solutions with customers. [27:29] Key Trends in Asia Pacific on Generative AI. [32:23] The Importance of Data Architecture for Enterprises adopting AI. [35:13] Advice for Businesses on Implementation of AI [37:25] What does great look like for Databricks? [41:40] Closing remarks and invitation to the Data and AI Summit. 

Profile: Patrick Kelly, Senior Director for Digital Natives, Startups &amp; Enterprise and Commercial Sales in Southeast Asia at Databricks. 
LinkedIn: https://www.linkedin.com/in/patrick-kelly-aab6168/ 

Podcast Information: Bernard Leong hosts and produces the show. The proper credits for the intro and end music are "Energetic Sports Drive." G. Thomas Craig mixed and edited the episode in both video and audio format. 

Here are the links to watch or listen to our podcast. 
Analyse Asia Main Site: https://analyse.asia 

Analyse Asia Spotify: https://open.spotify.com/show/1kkRwzRZa4JCICr2vm0vGl Analyse Asia 

Apple Podcasts: https://podcasts.apple.com/us/podcast/analyse-asia-with-bernard-leong/id914868245 

Analyse Asia YouTube: https://www.youtube.com/@AnalyseAsia 

Analyse Asia LinkedIn: https://www.linkedin.com/company/analyse-asia/ 

Analyse Asia X (formerly known as Twitter): https://twitter.com/analyseasia 

Analyse Asia Threads: https://www.threads.net/@analyseasia 

Sign Up for Our This Week in Asia Newsletter: https://www.analyse.asia/#/portal/signup 

Subscribe Newsletter on LinkedIn https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7149559878934540288

How Databricks Revolutionize Intelligent Enterprise AI in ASEAN with Patrick Kelly

Fresh out of the studio, Craig Wiley, Senior Director of Product Management at Databricks who leads Mosaic AI, joins us to discuss the forefront of enterprise AI from model development to deployment at scale. Beginning with his career journey in ML operations, Craig explained how he recognized the critical connection between data and AI layers that could deliver order-of-magnitude acceleration in development cycles. Emphasizing the transition from classical ML operations to LLM operations, he showcased how Databricks' unified platform eliminates training-serving skew through data lineage capabilities and supports both fine-tuning and RAG approaches depending on industrial use case requirements. Highlighting compelling customer success stories including Suncorp's employee productivity platform and AstraZeneca's transformation of 400,000 clinical trial documents into queryable insights, Craig revealed a striking reality about enterprise AI evaluation - that 85% of AI use cases are being evaluated only by the engineers who built them, reinforcing that proper evaluation frameworks remain foundational for trustworthy AI implementation. He concluded by introducing Agent Bricks as Databricks' evaluation-centric approach to building production agents, emphasizing that model flexibility and rigorous testing are essential for enterprises moving from experimentation to production, while sharing his vision that the industry must evolve from the "year of agents" to the "year of evaluation and quality."

"85% of AI use cases are being evaluated by the engineer who built it saying, 'yep, seemed to work pretty well.' If you're gonna build a system that's going to be critical to the business, that's going to be important that it gets it right, then you can't do that without evaluations." - Craig Wiley

Episode Highlights: 
[00:00] Quote of the Day by Craig Wiley
[01:21] How Craig Wiley started his work in ML Ops that led him to Databricks
[02:43] Data and AI layer connection creates order-of-magnitude acceleration
[03:47] Mosaic AI acquisition expanded Gen AI solution capabilities
[04:38] Classical ML statistics versus Gen AI evaluation challenges
[05:48] Mosaic AI covers end-to-end from data ingestion
[07:12] Training-serving skew eliminated through unified platform lineage
[08:51] Fine tuning versus RAG depends on use case
[10:49] Industrial agents benefit from fine-tuned smaller models
[13:52] Agent Bricks prioritizes accuracy over simplicity alone
[15:44] Model flexibility crucial for speed and accuracy optimization
[17:59] Suncorp and AstraZeneca demonstrate diverse AI applications
[19:37] Asia Pacific shows aggressive AI adoption strategies
[22:00] 85% of AI cases evaluated only by building engineer
[24:12] Industry terminology evolves rapidly from RAG to agents
[25:39] Customer creativity with governance capabilities inspires product development

Profile: Craig Wiley, Senior Director of Product Management at Databricks and Mosaic AI
LinkedIn: https://www.linkedin.com/in/craigwiley/

Podcast Information: Bernard Leong hosts and produces the show. The proper credits for the intro and end music are "Energetic Sports Drive." G. Thomas Craig mixed and edited the episode in both video and audio format. 

Here are the links to watch or listen to our podcast.
Analyse Asia Main Site: https://analyse.asia
Analyse Asia Spotify: https://open.spotify.com/show/1kkRwzRZa4JCICr2vm0vGl 
Analyse Asia Apple Podcasts: https://podcasts.apple.com/us/podcast/analyse-asia-with-bernard-leong/id914868245 
Analyse Asia LinkedIn: https://www.linkedin.com/company/analyse-asia/


#dataaiworldtour #databricks #enterpriseai #retrievalaugmentedgeneration #agentbricks #evalsAI #evaluationAI #MLOps

Agent Bricks and How Data-AI Integration Changes Everything with Craig Wiley

A weekly podcast dissecting the pulse of business, technology & media in Asia. Hear our host interviewing leading journalists, senior executives, respectable authors & thinkers, entrepreneurs & thought leaders to discuss the most important issues that move and shake the business landscape in the Asia Pacific. The show is originally created and hosted by Bernard Leong.

New tracks tagged #Mosaic AI