His Reg-Tech Tool Automates Market Expansion For Medical Devices
I'm joined by Rhys Williams, CEO at Orchestrate, as we explore how AI-powered regulatory technology is breaking down the barriers to medtech commercialization and why the infrastructure gap — not the science — is what's really holding the industry back.
The $50K Barrier Nobody Questions
→ Medtech companies are told to budget $20,000-$50,000 minimum just for regulatory clarity — Rhys challenges this accepted cost as a solvable infrastructure problem, not a necessary expense
→ The real cost isn't government fees — it's labor hours, quarterly billing cycles, and documentation overhead that compound into six-figure regulatory bills before a single submission is filed
→ Companies that delay regulatory work until post-development discover expensive gaps in clinical data demographics that force costly retreats to data collection
Why Paper-Based Systems Aren't Actually the Problem
→ Regulatory affairs professionals don't love paper-based processes — they use them because they're robust, auditable, and proven to maintain safety standards across decades of use
→ Intentional friction in the product development process serves a purpose — the goal isn't zero friction, it's eliminating the friction that doesn't serve safety or quality
→ The real breakdown happens when formal processes force people out of their natural workflow, creating workarounds and local version deviations that actually undermine compliance
Orchestrate: RegTech That Lives in Your Existing Tools
→ Deep integration with Microsoft Office and Google Workspace means regulatory workflows live inside Word, Teams, and Google Docs — not another dedicated platform that requires a learning curve
→ The platform analyzes existing certifications and documentation to show exactly what can be reused for new market expansion, generating 16+ page submission documents in clicks
→ What would have taken hours of manual document prep can now be done in seconds by parsing, chunking, and reusing your existing regulatory documentation
Building an AI-Native QMS from Scratch
→ Rather than layering features onto legacy QMS platforms, Orchestrate reimagined quality management starting from document storage with change management and building up
→ Automated workflows trigger change management, review, and approval processes the moment a document is modified — configurable per product, region, or company
→ Dedicated auditor accounts with full immutable action logs solve the "what happens when the auditor arrives" anxiety that plagues every medtech team
The RegTech Founder's "If Not Me, Then Who" Mindset
→ Rhys's career thread from medical physics at UCL to prosthetics research to Meta advertising automation created a rare Venn diagram of health, computer science, and commercialization expertise
→ Running a Pan-Africa disability innovation accelerator forced him to formalize what companies actually need to know to commercialize — building the philosophical foundation for Orchestrate
→ While clinical trials and CROs receive heavy VC attention, regulatory infrastructure remains a greenfield opportunity that most builders have overlooked
Team Building When AI Changes the Rules
→ The bottleneck has shifted from "can you build it" to "should you build it" — domain expertise and knowing what to build is now more valuable than raw engineering capacity
→ AI coding assistants are like the most eager intern you've ever had — they'll move your button AND redesign your entire nav bar unless you maintain specificity and discipline
→ Orchestrate is hiring regulatory affairs professionals before additional engineers, building the domain expertise feedback loop first
The Banking Parallel That Predicts MedTech's Future
→ UK banking went from three-to-five day paper-based money transfers to 30-second automated transactions — the same transformation is possible in medtech regulatory processes
→ Legal frameworks around AI-augmented human judgment need to evolve first — once they do, Rhys predicts a "penny falls" cascade of rapid change across the industry
→ AI-first notified bodies like Scarlett and semi-automated testing labs could compress biocompatibility report timelines from months to weeks
Best Quotes:
"I can build an innovative med product or I can accelerate all med products."
"If not me, then who? Because someone's going to do it. Why not me?"
"Human judgment shouldn't be outsourced. We are a long way off that. But all of the steps in between — I think that's fair game."
"Things like Claude Code, Lovable — they are amazing tools, but they are sometimes like the most eager intern that you've ever had on your team."
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FIND SPENCER JONES ON SOCIAL
Spencer's LinkedIn - https://www.linkedin.com/in/medtech-innovation/
XO Medtech LinkedIn - https://www.linkedin.com/company/xo-medtech/
FIND RHYS WILLIAMS ON SOCIAL
Rhys Williams's LinkedIn - https://linkedin.com/in/rhysjwilliams
Orchestrate Website - https://orchestrate.management
Episode Timestamps:
0:00 - Introduction to Rhys Williams and Orchestrate
1:16 - Rhys's journey from medical physics to medtech entrepreneurship
3:57 - Running a Pan-Africa disability innovation accelerator
6:30 - The elevator pitch: what Orchestrate does
8:03 - The $20-50K regulatory clarity problem nobody questions
10:37 - Why paper-based systems persist and why some friction is good
14:12 - Live demo: Orchestrate's regulatory expansion tool
19:46 - The AI-native QMS reveal
24:45 - Meeting users where they are with deep tool integrations
29:48 - The RegTech founder mindset and greenfield opportunity
37:24 - Building teams in the AI agent era
42:07 - The eager intern problem with AI coding tools
47:10 - Regulatory future: AI notified bodies and the banking parallel
55:04 - Hiring for mindset not generation
59:36 - Orchestrate's roadmap: localization partnerships and value chain expansion