Source
Invest Like the Best with Patrick O'Shaughnessy — Vlad Barbalat - Investing $120 Billion in Permanent Capital - [Invest Like the Best, EP.479] (June 23, 2026) ·
at 46:22 ▸
When this applies
when any investor must value an asset whose long-run relevance (not just its growth rate or margins) is newly uncertain due to technological disruption
The takeaway
When uncertainty shifts from 'how fast will this grow' to 'will this business still be relevant at all,' treat it as a distinct, more severe category of risk requiring structurally different (lower, steeper) pricing — not merely an adjustment to existing macro-driven valuation inputs.
Why it works
Traditional multiple-setting assumes you can be reasonably confident which businesses persist over a long horizon; when the very existence/relevance of a business model over 10-15 years is in question (not just its growth rate), the appropriate response is structurally lower multiples and steeper credit curves, not just a different macro input into the same valuation model.
One level up
Classify uncertainty by its type (cyclical/macro vs. existential/structural) before applying a standard valuation framework, because the same framework misprices different uncertainty types.
Where it stops holding
This stops working when the disruption fear turns out to be overstated for a specific business (e.g., incumbents like Salesforce retain indispensable entrenchment), in which case the discount embedded in lower multiples would be excessive.
Detail
rule: Ask not whether current customers will keep using a product, but whether the next generation of trillion-dollar companies (not yet existing) will ever adopt it — if not, that's a valuation headwind even if existing adoption persists.
threshold: Distinguish 'cash cow business, deserves a different multiple' from a growth business — the cash-cow label itself signals a required re-rating.
rationale: Vlad: 'You will likely have trillion dollar companies in 2030 that currently don't exist, and you probably have trillion dollar companies or many $100,000,000,000 companies that will not exist.'
In their words
The question is, is the company, that trillion dollar company I mentioned before, that isn't even around today, that's still an idea somewhere, will they ever use Salesforce as part of their ecosystem? And if the answer is no, that should absolutely be a massive headwind to the valuation of Salesforce, even though every Fortune 500 company may use Salesforce into perpetuity.