Jack Weissenberger - Ciridae | How AI Cut a 3-Hour Workflow to 10 Minutes for a Home Restoration Company

Jack Weissenberger, Co-founder & CTO of Ciridae, shares how his team rebuilds core systems and deploys AI agents that remove bottlenecks across finance, operations, and project management. Ciridae works with private-equity-backed companies to identify the real constraints inside a business and replace slow, manual workflows with AI-native software built in days, not months. Jack’s perspective matters because he’s led AI teams at Apple and Salesforce-acquired 10X and now drives full-stack AI transformations in the middle market.You’ll Learn • How to identify high-leverage AI opportunities that sit behind the obvious pain point—like uncovering that insurance negotiations, not AR, were the true constraint in a restoration business. • Why unscoped, natural-language workflows (invoice routing, proposal comparisons, nuanced judgment tasks) are often the best candidates for AI agents. • How AI-native platforms shrink traditional timelines—enabling full-stack applications, including ERP components, to be rebuilt in days or weeks instead of quarters. • The operational impact of linking AI automation directly to key financial levers: cycle time, DSO, throughput, and leadership bandwidth. • Why data readiness—not model quality—is the silent blocker in most failed AI rollouts, and what companies must do before any automation can work.Chapters 00:00 Intro 01:00 What Ciridae Does 02:48 Why the Middle Market Is Ripe for AI 03:44 Inside the Ciridae Platform 05:04 How Clients Engage & How Audits Work 07:03 Identifying Unscoped Problems for AI 08:44 Why AI Projects Fail 11:08 Rebuilding AI-Native Sources of Truth 12:39 How Fast Can You Rebuild an ERP? 14:13 Where Custom Software Is Heading 15:26 Why Finance & AP/AR Are Perfect for Automation 16:43 Why Home Services Companies Are a Strong Fit 18:29 What “Large Enough” Means for AI Transformation 19:02 Case Study: Uncovering the Real Bottleneck 20:21 Automating Insurance Rebuttals 21:31 Deploying a Production System in 48 Hours 22:42 How AI Cut a 3-Hour Workflow to 10 Minutes 24:18 How This Solution Could Double Enterprise Value 25:32 Staying Open-Minded in AI Audits 26:33 Data Readiness & Integrations 27:59 Who Should Reach Out to Ciridae 29:01 Practical First Steps for LeadersLinks • Watch on YouTube: https://youtu.be/2PXce31N3IY?si=5PCQaM6DcS9236aM • Connect with Jack Weissenberger: https://www.linkedin.com/in/jack-weissenberger-9b8549144/ • Explore more interviews: https://www.justcurious.io/articles/how-ai-cut-a-3-hour-workflow-to-10-minutes-for-a-home-restoration-companyProof of Work is the podcast of Pluris, a platform connecting investors and operators with the world's leading applied AI experts. Each episode features the builders, operators, and investors who've actually put AI into production, turning it from buzzword to bottom line through sharp case studies and practical conversations. We explore how AI is used to grow revenue, expand margins, improve operations, and create measurable value inside real businesses.Learn more at checkpluris.comExplore more interviews and connect with experts at https://www.checkpluris.com Subscribe to our newsletter at https://proof-of-work-ai.beehiiv.com/