# Automation in High-Mix, High-Variability Environments w/ Ariyan Kabir and SK Gupta

- Show: [The Manufacturing Executive](https://hardwarepodcasts.com/podcast/the-manufacturing-executive)
- Published: 2024-10-08
- Length: 34m
- Episode: 226
- Page: https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta
- Listen: https://www.spreaker.com/show/the-manufacturing-executive#episode-b952224d-d2b0-4663-b659-98b7cf41b6e8

## Summary

Dr. Ariyan Kabir and Dr. SK Gupta, co-founders of GrayMatter Robotics, explain how their company automates high-mix, high-variability manufacturing by using AI to handle part-to-part variations that traditional robots cannot. They describe a subscription-based business model that includes hardware, software, and remote support, allowing smaller manufacturers to access automation without large capital expenditures. The guests detail how AI enables robots to autonomously program themselves, optimize process recipes, and monitor health to ensure reliability in applications like sanding and grinding. They also highlight the sustainability benefits of their technology, including significant reductions in consumable waste and energy consumption.

## Chapters

- [0:39](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta#t=39) Introduction: GrayMatter Robotics and the High-Mix Problem
- [3:56](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta#t=236) The Market Gap: Why Traditional Robots Fail in High-Mix Environments
- [8:13](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta#t=493) Disrupting the Ecosystem: A New Business Model for Automation
- [11:55](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta#t=715) The Subscription Model: Hardware, Software, and Support
- [15:37](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta#t=937) The Four Roles of AI in Autonomous Robotics
- [22:13](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta#t=1333) Addressing Labor Shortages and Workforce Resilience
- [26:39](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta#t=1599) Advice for Manufacturers: Innovation vs. Survival
- [29:52](https://hardwarepodcasts.com/podcast/the-manufacturing-executive/2024-10-08-automation-in-high-mix-high-variability-environments-w-ariyan-kabir-and-sk-gupta#t=1792) Sustainability Benefits: Consumables, Scrap, and Energy

## Topics

- [Robotics & autonomy](https://hardwarepodcasts.com/topic/robotics-and-autonomy)
- [AI & machine learning](https://hardwarepodcasts.com/topic/ai-and-machine-learning)
- [Starting a product company](https://hardwarepodcasts.com/topic/starting-a-company)
- [Pricing, margins & unit economics](https://hardwarepodcasts.com/topic/pricing-and-unit-economics)
- [Sustainability & circular products](https://hardwarepodcasts.com/topic/sustainability-and-circularity)

## Most relevant to

early-stage companies

## Mentioned

- GrayMatter Robotics (company)
- USC (company)
- GMR AI (product)
- GMR process pro (product)
- GMR guardian (product)
- GMR care (product)
- GMR insights (product)
- FabTec (other)

## Related episodes from other shows

- [208: Why High-Mix Manufacturing Is a Sweet Spot for Flexible Automation and AI with Rajat Bhageria, Founder & CEO of Chef Robotics](https://hardwarepodcasts.com/podcast/manufacturing-happy-hour/2024-10-22-208-why-high-mix-manufacturing-is-a-sweet-spot-for-flexible-automation-and-ai-wi) (Manufacturing Happy Hour)
- [End-Of-Line Automation With Ai: Inside Rapid Robotics Revolution](https://hardwarepodcasts.com/podcast/over-the-air/2024-11-14-end-of-line-automation-with-ai-inside-rapid-robotics-revolution) (Over the Air)
- [The Future Of Food Automation: How Chef Robotics Tackles Labor Shortages With Ai Robots](https://hardwarepodcasts.com/podcast/over-the-air/2024-11-27-the-future-of-food-automation-how-chef-robotics-tackles-labor-shortages-with-ai) (Over the Air)
- [Beyond Manufacturing: AI-Powered Robotics and the Long Tail of Commercial Innovation](https://hardwarepodcasts.com/podcast/the-robot-report-podcast/2025-08-15-beyond-manufacturing-ai-powered-robotics-and-the-long-tail-of-commercial-innovat) (The Robot Report Podcast)
- [Configuring the future of robotics](https://hardwarepodcasts.com/podcast/the-robot-report-podcast/2024-05-22-configuring-the-future-of-robotics) (The Robot Report Podcast)

## Citing this page

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