Collide AI 2025 Wrapped Part 2: Scaling AI From Proof of Concept to Production

Catching yourself rereading last year’s VC emails while you’re back in Silicon Valley is a pretty good way to realize how wild the last 12 months have been. Colin, Chuck, Canisius, and Todd break down how Collide AI is turning fast POCs into real production workflows, why change management is the actual moat, and how a stacked forward deployed team plus community driven distribution is setting up 2026 to be the year everything scales.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.ioClick here to view the episode transcript. 00:00 Product market fit jokes and kickoff00:28 VC email flashback and velocity01:29 Forward deployed model and AI first mindset02:18 Sam Texas and AI coding shift04:04 What AI first actually means06:18 Not just podcast bros anymore07:00 AI breaks silos across the business08:21 Doglegs example and incentives09:57 Change management is the advantage10:18 Client story and regulatory filings win12:42 Selling outcomes not hype13:36 Building the FTE team and faster delivery16:24 AI strategy as workflow ROI first18:26 Grok as a thought partner and GPU cluster20:15 Shale revolution mindset parallel22:29 Recruiting, software DNA, and stacked team26:16 Content and community as a recruiting engine29:11 Distribution flywheel in the real world30:22 Team distribution vs product debate32:32 2026 is the scaling year34:02 Community platform finally clicking36:09 Building the community platform the hard way39:20 Scaling clients, POCs, and production41:09 Why mom and pops matter41:55 Energy demand tailwinds and macro impact44:44 One word answer for next year: scale45:20 POC to production cycle time focus47:12 Scaling tech, sales, and financing49:45 Moving at AI speed story50:14 Raising capital and building serious software52:56 Collide as the operator layer vision54:02 Gratitude and community over everythinghttps://twitter.com/collide_iohttps://www.tiktok.com/@collide.iohttps://www.facebook.com/collide.iohttps://www.instagram.com/collide.iohttps://www.youtube.com/@collide_iohttps://bsky.app/profile/digitalwildcatters.bsky.socialhttps://www.linkedin.com/company/collide-digital-wildcatters