This episode is packed with big-picture energy talk and some seriously nerdy (but fun) data breakdowns. John Kalfayan from collide. and Chuck start with what’s really happening in oil and gas today before shifting into the challenges of putting AI to work in the field. From there, things get deep: contract dedications, what RAG actually means, how data chunking works, and the never-ending battle with duplicate info. We also weigh the costs of storage, querying, and running models, plus the tradeoffs between RAG and foundational models. If you’ve ever wondered about vector databases, data strategy, or just why we have a rant about sand, it’s all here. By the end, we hit on the human side too: education, privacy, and making sure the right people can access the right data. Click here to watch a video of this episode. Join the conversation shaping the future of energy. Collide is the community where oil & gas professionals connect, share insights, and solve real-world problems together. No noise. No fluff. Just the discussions that move our industry forward. Apply today at collide.io Click here to view the episode transcript. 00:00 - Intro 01:51 - Oil and Gas Industry Insights 06:34 - AI Deployment Challenges 09:12 - Contract Dedications Explained 10:32 - Understanding RAG 12:52 - What is RAG in Data Management 13:43 - Data Chunking Techniques 17:17 - Cost Considerations in Data 18:03 - RAG vs Foundational Models 19:21 - Vectorized Databases Overview 23:47 - Managing Duplicate Data 26:28 - Data Strategy Considerations 28:24 - Sand Rant 31:32 - Identifying Gaps in Data 33:10 - The Cost of Storage 33:56 - Effective Data Querying 35:50 - AI Education and Awareness 37:53 - Privacy Concerns with Language Models 40:54 - Data Access and Availability https://twitter.com/collide_io https://www.tiktok.com/@collide.io https://www.facebook.com/collide.io https://www.instagram.com/collide.io https://www.youtube.com/@collide_io https://bsky.app/profile/digitalwildcatters.bsky.social https://www.linkedin.com/company/collide-digital-wildcatters
