Topics covered
* The Perpetual Growth Machine: why needs spark innovation and growth, and how investors can spot it early
* Why monopolies look great to investors but hurt long-term growth and innovation
* AI as a general purpose technology and the scale of potential productivity savings
* Housing affordability, incomes, and policy bottlenecks through the PGM lens
* How firms are actually adopting AI and how faster data changes research cadence
* Europe’s defense build-out and the rise of national champions and small-cap innovators
* Interpreting market concentration and what it signals about competition
* Inflation oscillation, policy mix, and why the Fed’s tools have limits
* Tariffs as a regressive tax and how costs pass through to consumers over time
* US exceptionalism narrowing and why ex-US markets may lead in the coming cycle
* The Draghi report and tearing down barriers inside the EU single market
* Comparing late-1990s tech to today’s AI build-out and who the next leaders may be
* Growth vs. value: focusing on sustained profit inflections, not cheapness alone
* Using stakeholder analysis to link macro themes to bottom-up stock work
* Biggest opportunities: Japan, Korea, Europe, select emerging markets, and parts of the Middle East
* Biggest risk: a breakdown in the global order amid US-China tensions
* Closing lessons: stay curious, stay nimble, question narratives, track the facts
Timestamps
00:00 Introduction and Olga’s role at William Blair
02:49 The Perpetual Growth Machine explained
06:24 Policy bottlenecks, incentives, and growth
09:32 AI as a general purpose technology and productivity math
11:53 Practical AI adoption inside investment firms
15:06 Where PGM points to opportunity right now
16:26 Europe’s defense spending and emerging winners
19:02 Macro setup and consumer health
20:42 Inflation today and what’s changed under the hood
22:46 The Fed’s dilemma and limits of monetary policy
25:00 Tariffs 101: who pays and how it shows up
28:55 Early evidence in goods prices
29:41 US exceptionalism vs. the rest of the world
31:00 The Draghi report and a real EU single market
33:11 Can Europe and others catch up in tech?
36:15 EU financial services barriers and capital deployment
37:07 Portfolio implications: why look ex-US
39:10 Late-1990s tech vs. today’s AI cycle
41:20 Concentration risk and competition policy
42:26 Value vs. growth through the PGM lens
44:48 Base rates, sustaining growth, and churn at the top
49:33 Marrying macro themes with bottom-up research
51:08 Firsthand observation vs. headline narratives
52:20 Biggest opportunities across regions
53:00 Middle East changes and new listings
54:48 Biggest risk: global order and US-China tensions
55:36 Parting advice for investors

