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.

• 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

• 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.