As AI is makes software faster and cheaper to build, it changes what investors should look for, how companies sell, how enterprises adopt technology and where defensibility comes from.
In this episode of Track Record, Albert Azis-Clauson talks to Edward Keelan, a partner at Octopus Ventures, about the shift from traditional SaaS metrics to a world where pricing, retention and outcomes are still being worked out. They discuss why revenue and the speed of revenue growth matter earlier than many founders expect, why enterprise AI adoption is closer to workflow transformation than buying software off the shelf, and why customer relationships are becoming more consulting-like.
Ed also shares his experience of moving from Rolls-Royce and a startup into venture, and they discuss socio-economic access to capital, education, personal relationships and the risk of relationship-led investing reproducing existing networks.
The conversation ends with a shared challenge to early-stage VC: as technology becomes easier to build, domain expertise, customer knowledge and the ability to deliver in a specific vertical may become the more durable advantage.
Key Moments:
00:00 Introduction: Ed Keelan on AI and investment
02:29 From Rolls-Royce and startups to Octopus
05:24 Why entrepreneurs and small companies matter
09:39 AI outreach and the return of personal relationships
12:53 Socio-economic access, education and aspiration
20:29 How AI is changing growth-stage investing
23:54 Pricing, product-market fit and unsettled metrics
27:04 Enterprise adoption and transformation
30:16 Where AI creates value and changes work
33:57 Customer relationships, services and workflow design
36:54 Domain expertise and the changing sales team
41:09 Vertical software, defensibility and scale
44:28 What investors should measure now
46:58 The future of VC and the role of operating partners
49:03 Octopus Ventures and closing thoughts