AI Roll Up opportunity

Does anyone have experience with one of these newly created groups? In the final stages with a group backed by a tier 1 VC, and the way it’s being pitched sounds more interesting than traditional buyouts like at my current firm. Is this just PE 2.0 with better marketing or are these platforms differentiated in the market with sellers?

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Associate 2 in PE - LBOs

Have been connected with each through HHs. In the three I’ve seen (two directly interviewed with), it’s a separate team with resource backing and oversight from the venture / growth firm.


The people running the actual team are former execs / tech entrepreneurs as well as people with traditional deal backgrounds.

Would you be able to share which HHs are running these searches?

 

I left MM PE to join one. The intensity is equal or greater than trad PE in my opinion and the upside is obviously greater. Just expect to be challenged by peers smarter (in an absolute technical sense) than you and have to build the playbook live - eg the core motion of deals is the same, the actual execution playbook is being built in real time. And expect a chunky paycut from IB/PE and equal or greater hours.

The things we do for “upside”….

 

No worries if you're not comfortable sharing specifics, but generally speaking how is the upside structured for comp? It seems like many of these are being framed as perpetual / long duration holding companies so even if you're getting some equity component how do you actually get liquidity (beyond maybe in the distant future an IPO)? Also how does equity vesting compare v. carry vesting in traditional PE?

 

I was associate level when I left so I got an associate-equivalent level cash + equity comp offer. The equity is in the form of traditional VC-backed startup options that you can (or choose not to) exercise. Besides going to secondary markets (obviously this assumes your startup achieves some level of brand name success and market appetite) there really aren't many liquidity options besides IPO, acquisition or buybacks down the line at the discretion of the board (which is partly the point). 

Fundamentally a different incentive structure vs carry vesting - but for me as an associate in PE, I viewed mandatory coinvest as too liquidity constraining personally (options are honestly worse in their own way re: tax treatment, but the point is it's optional vs mandatory) and reading so many threads in the PE forum about how hard it is to get meaningful carry allocation and then actually realizing it - I made a personal judgement call that the likelihood of realizing real carry bps was probably as hard if not harder than betting it on VC-backed startup options. The logic being that I have conviction in the AI rollup model and that I believe in the long-run it'll eat (at the least) undifferentiated JAMMBOs lunch over time.

 
Most Helpful

Ex-MBB, now in tech working on AI. I also have a couple friends building AI roll-up plays, so I think the idea is real, but the career implications depend a lot on where you sit.

For partners / founders, this can be a great opportunity if they know what they’re doing. The market is fragmented, many lower-middle-market service businesses still run on painful manual workflows, and AI can create real operating leverage in sales, support, reporting, compliance, implementation, and back office

For junior talent, I’d be more cautious. The risk is that you don’t get clean traditional PE reps, but also don’t get real tech/product training. You could end up in a weird middle zone: sourcing small deals, chasing integration projects, and trying to make messy portfolio companies adopt tools they barely understand. Unless the team is exceptional and the economics/path are meaningfully better, traditional PE may still be the cleaner training ground

Read more of my writing here: https://consulting2tech.substack.com/
 

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