Speed to Value, Solving a $200K Warehouse Problem With AI in 3 Days

In this episode, I walk through a real, high-stakes moment inside a warehousing and logistics operation, thousands of pallets of telecom cable, a hard year-end deadline, and a task nobody actually owned. The team was facing a potential six-figure hit, measuring precious metal content by hand with clipboards and micrometers, under serious time pressure. During a simple office hours session, we paused, reframed the problem, and realized this wasn't a labor issue at all. It was a vision problem. What followed was a fast, scrappy sprint. Sales, warehouse staff, and engineers worked side by side. We prototyped, tested, and shipped a vision-based AI system in days, not months. Using lightweight tooling, we cut monthly costs by more than $150K, improved measurement accuracy, and delivered a working solution in under 72 hours. If you're skeptical about what "good enough" AI can actually do in the real world, this story is a clean proof point Visit convergence.fm and contact us for to schedule your own office hours and get clarity and confidence tackling your toughest product and engineering challenges.     Inside the episode… A logistics company's urgent copper-measurement problem with no clear owner The hidden cost and inefficiency of manually measuring more than 5,000 pallets How a single office hours conversation reframed the problem as a vision-AI opportunity Training a custom vision model using pallet photos and simple index cards Rapid prototyping with automation and vision tooling to ship in days Over $150K in cost savings and a dramatically better experience for warehouse teams Why involving frontline workers accelerated adoption and improved feedback loops Letting go of perfection and embracing statistically "good enough" outcomes What this teaches us about speed, trust, and momentum through small wins Where this approach goes next and why similar teams should be paying attention     Mentioned in this episode n8n (automation platform) Roboflow (vision model training) ChatGPT (image and text analysis) OpenAI API     Subscribe to the Convergence podcast wherever you listen, and catch video episodes on YouTube at youtube.com/@convergencefmpodcast. If this was useful, leave a five-star review and like the show on YouTube. That's how we grow. Note: Visuals in the video form of this episode were generated by AI (Gemini) as the originals are sensitive and confidential to our customer and their staff.