John and Bobby broke down how RAG actually works and why the real battle isn’t the LLM, it’s the chaos sitting in PDFs, Excel files, post-job reports, random folder structures, and handwritten scans. They showed how extraction, chunking, and embeddings fall apart when data is messy, and why clean structure, good metadata, and consistent organization matter way more than people want to admit. They also hit on how tools like MCP and text-to-SQL let AI pull from WellView, production systems, and databases in one place, instead of everyone living in 20 different apps. The takeaway was simple: AI gets powerful fast when the data is ready, but if the inputs are junk, you’ll just get faster junk back. 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. 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
