Frazer Anderson

Edge Cases: The Human Side of AI

Business EN ↓ 32 episodes

Edge Cases are observations that aren't well represented in training data - the moments where AI systems fall short and human intelligence takes over. Hosted by Frazer Anderson, Managing Director at Link Ventures, this podcast explores the stories that lie on the frontier of what AI can do - and where its capabilities are rapidly expanding. Our guests are exceptional practitioners, technologists, investors, and entrepreneurs shaping the future of artificial intelligence. Like the technical challenges they tackle every day, they too are Edge Cases.

Author

Frazer Anderson

Category

Business

Latest episode

Apr 22, 2026

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Episodes

#32 | Concentration, pivots, SaaSpocalypse with Patrick Salyer — Mayfield (68) 22.04.2026

If agents are eating the systems of engagement, what is actually left to defend — and who gets to defend it? The conversation covers: The SaaSpocalypse thesis in Patrick's own words — multiples from 7–8x to 40x to 2–3x in under a decade, the shift from systems of record to systems of work, and why he thinks fewer than a quarter of incumbent SaaS companies have the appetite to genuinely burn t...

#31 | AI Exponentials, Enterprise Adoption, and the Next Cycle of Productivity with Conor Twomey (Co-Founder & CEO, AI One) and Ray Wang (Co-Founder, Constellation Research) 15.01.2026

Can AI really reorder how business works - not just automate tasks, but redefine entire markets? In this episode, Frazer Anderson sits down with two leading thinkers - Conor Twomey and Ray Wang. They discuss: How AI exponentials fundamentally rewrite productivity and what that means for founders, enterprises, and investors competing with legacy incumbents. The evolving state of enterprise AI adopt...

#30 | Building the Backbone of the AI Economy - What It Takes to Deliver Hyperscale Compute with Éanna Murphy - CEO & Founder of Montera Infrastructure 11.11.2025

As AI shifts from training to inference, founders, investors and VCs face a new frontier: the physical infrastructure that enables massive compute.  In this episode, Frazer and Éanna discuss:  The hidden development lifecycle of a hyperscale build - from dirt to green lights - and what that means for build‑to‑suit strategies. Why power, latency and land have become the new scalers of value, and ho...

#29 | Redefining The Competitive Edge, Venture Discipline, and the Future of Vertical AI with Annelies Gamble - Partner at Zetta Ventures 23.09.2025

As the wave of AI-enabled vertical SaaS startups rises, founders face critical questions: How do you attract the right investor who deeply understands your market? What makes a true vertical AI company stand out in a saturated landscape?  In this episode, Frazer and Annelies discuss: How vertical AI startups can find their strategic wedge - and why brute force and feedback loops matter more than a...

#28 | Vestigo Ventures' 2025 Predictions: The AI Tsunami, Investing, and Exits 28.02.2025

AI is reshaping the financial services industry faster than ever—but what does that mean for subsectors like WealthTech, investing, and the future of exits? In this recording of the Vestigo Ventures' Future of FinTech Webinar, Frazer is joined by Vestigo Ventures' Mark Casady, Ian Sheridan, Nick Kim, and Dave Blundin to break down: How AI is driving a massive transformation in WealthTech...

#27 | AI, Energy, and The Global Power Shift: Ray Wang on China's Robot Economy, Enterprise AI, and the Future of Automation 25.02.2025

What does China's race to zero-cost energy mean for AI, automation, and the future of global business? In this episode, Frazer and Ray discuss: > How China's energy strategy and AI development could reshape the future of global industries and competitive dynamics > How automation and the rise of the "robot economy" are transforming labor markets and redefining economic po...

#26 | Insights from Founders on AI Innovation with David Blundin & Frazer Anderson 11.02.2025

Ned Koh of Aaru, Guy Assad of Clerkie, and Samir Dutta of Farsight AI sit down with David Blundin and Frazer Anderson of Vestigo Ventures at the 2025 World Economic Forum in Davos to share how they're leveraging technology and AI innovation to transform industries. In this panel, they discuss: > Where the real profits are being generated in AI systems > Why timing is everything for entr...

#25 | From Marvin Minsky to Daniela Rus, Leading The World's Most Historic AI Lab & Building A Better Future With Intelligent Machines 29.01.2025

Daniela Rus, Director of MIT's CSAIL, joins Frazer to explore the intersection of leadership, innovation, and the transformative potential of AI.  In this episode, they discuss: > How CSAIL has become a global leader in AI and robotics, driving breakthroughs that impact industries worldwide. > The essential frameworks for deploying AI ethically and efficiently while building trust in in...

#24 | Leveraging Data to Revolutionize Insurance Compliance & Risk Management with Ashwin Agarwal - CEO & Co-Founder at Advocate 03.12.2024

What does it take to turn a bold vision into a transformative business, especially in a complex, data-driven industry like insurance? In this episode, Frazer and Ashwin discuss:  > How applying first principles and balancing operational grit with strategic vision can turn complex markets into playgrounds of opportunity. > Why product differentiation and data transparency are key to disruptin...

#23 | Delivering AI Solutions to the Enterprise with Conor Twomey - Co-Founder & CEO at AI One 01.10.2024

How can businesses leverage AI to create data-driven solutions and scale efficiently in today's competitive FinTech environment? In this episode, Frazer and Conor discuss: > How AI is transforming business innovation by enabling companies to reimagine workflows, fuel growth opportunities, and expand market reach beyond mere cost-saving > Why a strong data strategy is crucial for leverag...

#22 | The State of the Union and AI with Vestigo's General Partners, David Blunding and Mark Casady 28.09.2024

In this recording from our 2024 Annual General Meeting, Dave and Mark discuss: The importance of early career diversity and gathering varied experiences before specialization The role of technological spikes such as the PC and internet in shaping wealth creation, but the next AI-driven spike is expected to surpass previous waves significantly  Why you need to run hard during windows of innovation ...

#21 | Building a Capital-Efficient Business in the Age of AI with Vestigo Portfolio Founders 28.09.2024

In this recording from our 2024 Annual General Meeting, Ian Sheridan, Managing Director at Vestigo Ventures is joined by Vestigo portfolio founders in a panel on building capital-efficient businesses in today's rapidly evolving technological landscape. John Cottongim, Co-Founder and CTO of Roots Automation, Jimmy Hatzell, Co-Founder and CEO of Hatz AI, and Emma Zhang, Co-Founder and CEO of Pa...

#20 | The 10-Year Founder Journey to Becoming a Unicorn with Alloy Co-Founder & CTO, Charles Hearn 28.09.2024

In this recording from our 2024 Annual General Meeting, Mark and Charles discuss: The importance of deep relationships among co-founders in shaping company culture Technical debt is a constant concern that requires attention and balance with new features AI as a tool to enhance human intelligence rather than a replacement  

#19 | Leading Technology Organizations in Financial Services & The FinTech Opportunity Set Today with Kris Hansen - CTO at Sagard 25.06.2024

Ever wondered how to navigate the complexities of FinTech innovation and leverage AI for your startup's success? In this episode, Frazer and Kris discuss: > Building and scaling FinTech startups, including strategic leverage, technology adoption, and effective partnerships with banks > The importance of measuring and managing complexity within banking systems to drive innovation and eff...

#18 | Exploring the Intersection of Growth Equity, FinTech, and AI with Matt Alfieri - Partner at Centana Growth Partners 16.04.2024

Curious about the evolving landscape of growth equity investments in the FinTech sector and the role of AI in shaping the future of finance? In this episode, Frazer and Matt discuss:  > How FinTech and AI are reshaping financial services and investment strategies > Opportunities for applications of LLM technologies within financial services > Matt's learnings from being a member of t...

#17 | AI Disruption: Enterprise Dynamics, The Power of Open Source, and Redefining Geopolitics with Ray Wang - Co-Founder of Constellation Research 19.03.2024

How is AI reshaping geopolitical complexities and the competitive landscape of enterprise? In this episode, Frazer and Ray discuss:  > The complexities of AI markets, from navigating open source versus closed systems to balancing innovation and margins in AI-as-a-service models > AI in Enterprise: Scaling Startups vs. Incumbent Giants > The geopolitical impact of AI on Middle Eastern ener...

#16 | AI's Role in Shaping Future Businesses & Bringing Artificial Intelligence to the MSP Community with Jimmy Hatzell - CEO of Hatz AI 06.02.2024

What role does AI technology play in shaping the businesses of the future? In this episode, Frazer and Jimmy discuss: > What it takes to build an AI business on today's most cutting edge technology stack > The challenges and opportunities presented by the new digital divide > Building technology for small business customers - - -  Jimmy Hatzell, a seasoned SaaS startup professional,...

#15 | Decoding SaaS KPIs: Marrying Data & Business Tactics with Victor Cheng (CEO Coach) & Vipul Shah (Co-founder & CEO at SaaSWorks) 09.01.2024

Victor Cheng is a CEO Coach and independent board member for founders of SaaS companies. He has been featured as a business expert by major media outlets including MSNBC, TIME magazine, and The Wall Street Journal, Victor is a former McKinsey & Company consultant and has been a senior executive in several publicly owned technology companies. He's the author of Extreme Revenue Growth: Star...

#14 | Navigating the AI Revolution in FinTech with Vestigo Ventures' Co-Founders and General Partners, Mark Casady & Dave Blundin 21.12.2023

In this exclusive interview from our Annual General Meeting this past October, Frazer Anderson sat down with general partners Mark Casady and Dave Blundin to discuss the profound differences between blockchain and AI, with a focus on the transformative impact of neural networks. The interview explores concrete examples of AI applications in financial services, emphasizing the imminent shifts in cu...

#13 | Lessons from Decades of Tech Investing as a Hedge Fund Manager with Scott Alberi - Fc Centripetal, Point72, Eminence Capital 13.12.2023

Scott J. Alberi is a founder of Fc Centripetal and has been an institutional technology investor since 1999. As a professional institutional investor for over 20 years, Scott has researched, analyzed, advised, and invested in hundreds of public enterprise technology companies. His career began at Eminence Capital in 1999, where he spent 19 years focusing on Enterprise Technology, Media, and Intern...

#12 | Building Trust & Transparency in Venture Debt Financing with John Markell - Managing Partner at Armentum Capital 05.12.2023

John Markell has over 20 years technology industry experience having worked as an engineer, project manager and investment banker. His career in finance began at JP Morgan in New York and he has worked in New York, Toronto, London, and San Francisco as an investment banker prior to co-founding Armentum over 11 years ago. John has an MBA, a degree in Engineering Mathematics, and he is also a Licens...

#11 | Redefining Payment Terms in Global Markets with Oliver Belin - Founder & CEO at Calculum 28.11.2023

Oliver Belin is a thought leader in Supply Chain Finance with over 13 years of experience in this sector. He is the CEO of Calculum.ai, a company leveraging AI to generate Free Cash Flow by optimizing payment terms. During his career, he worked for leading institutions in Supply Chain Finance, such as PrimeRevenue, GSCF and Sumitomo Mitsui Banking Corp., where he was responsible for setting up and...

#10 | From Military to Startup: Revolutionizing Compensation Management with Peter McKee - Co-Founder & CEO at Aeqium 07.11.2023

Peter McKee is the co-founder & CEO of Aeqium, a total compensation management platform. Prior to founding Aeqium, he spent his career leading teams as an engineering manager in the tech industry and as a cyber warfare officer in the US Army. He experienced the challenges of compensation planning firsthand as a leader at fast growing companies like Uber and Braze. Peter studied computer scienc...

#9 | Cyber Protection for MSPs with Austin McChord & Carlson Choi - Co-Founders of Cork 06.06.2023

Austin McChord is a relentless entrepreneur whom many of you will know as the founder and CEO of Datto, which was recently sold to Kasaya for $6.2 billion dollars. He is also a founder at Casana (a medical device company where he is the CEO), Havoc Robotics, Outsiders Fund, and serves on the boards of Zorus and Shelf. Perhaps most importantly for this show, he is a co-founder and chairman at Cork,...

#8 | Operating & Investing in FinTech and Defi with Asiff Hirji (fmr. a16z, Coinbase, TPG, Figure) 06.02.2023

Asiff Hirji is a Director at Forge (formerly Equidate), one of the largest private company equity marketplaces and custodians, and an advisory board member for Vestigo Ventures and NuBank. Before his current roles, Asiff had a truly remarkable career as a technologist, operator, and investor. Most recently, he was President of Figure, a blockchain-based fintech lender. Prior to joining Figure, Asi...

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