Mark Bhargava, Managing Director at General Catalyst, outlines the automation levels and financial performance of GC-incubated roll-up company Crescendo.
“Someone from GC went and joined full time, and we built out this software that automates 50 to 70% now of what a call center does. So after proving that out in a year and having 10 or so pilot clients, we gave them the money to actually go buy a call center. And they're well on their way now of taking 10% EBITDA margins and turning them into 40% EBITDA margins.”
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More from Mark Bhargava
AssertionNot checkable as stated
AI roll-ups double cash flow and hit 30% EBITDA in one year
“So we're already seeing in many of the case studies that if you look at the first couple of companies they acquired, even if they've only grown revenue, 20%, if they've kept the cost basis flat using AI, but then bringing up people to kind of do 20% more tasks…”
Mark BhargavaDec 5, 2025▶ 19:01Inside General Catalyst’s $1.5B AI Roll-Up Machine · Sourcery with Molly O'Shea
PredictionNot checkable as stated
Bhargava: AI will transform low-margin services industries into software-like margins
“Our thesis somewhat is, well, these unsexy services industries that were breakeven or 15 to 20% EBITDA margins, net income, obviously much lower. They can look like software from a margin profile, because once you take out the repetitive tasks and you take out…”
Mark BhargavaDec 5, 2025▶ 21:00Inside General Catalyst’s $1.5B AI Roll-Up Machine · Sourcery with Molly O'Shea
PredictionOpen · timeframe Dec 2035
Bhargava predicts multiple $100B AI-native compounders in public markets by 2035
“And so we think there'll be plenty of these hundred billion dollar AI native compounders in the public markets 10 years from now,”
Mark BhargavaDec 5, 2025▶ 27:25Inside General Catalyst’s $1.5B AI Roll-Up Machine · Sourcery with Molly O'Shea
Opinion
Bhargava: Roughly 95% of Fortune 100 AI initiatives have failed to deliver
“We haven't seen a lot of people implement AI effectively to date, and we're generally in the view, along with that MIT study, that maybe 95% of these Fortune one hunters have tried, and they said it's kind of a waste, and it didn't really work, and it was jank…”
Mark BhargavaDec 5, 2025▶ 30:06Inside General Catalyst’s $1.5B AI Roll-Up Machine · Sourcery with Molly O'Shea
PredictionNot checkable as stated
Bhargava: AI labor displacement will hit foreign outsourcing hubs hardest
“What we're seeing a lot of is you add AI technology to American companies. They're now much more efficient. They don't need to outsource a lot of these more repetitive tasks. So I think the area that will be hit the hardest is probably abroad in places like In…”
Mark BhargavaDec 5, 2025▶ 34:18Inside General Catalyst’s $1.5B AI Roll-Up Machine · Sourcery with Molly O'Shea
Opinion
Bhargava: AI roll-ups can grow faster with higher margins than software
“In a 16 trillion dollar services industry, we could have companies growing faster than software companies and at higher margin than software companies. And so this pool of one trillion that VC has been fishing in has actually expanded now, maybe not to the ful…”
Mark BhargavaDec 5, 2025▶ 36:44Inside General Catalyst’s $1.5B AI Roll-Up Machine · Sourcery with Molly O'Shea
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