Lakestar passed on investing in Abio's 36m euro Series A because its early fund's size and dynamics structurally rule out such deals, despite praise for the team.
Enrico Mellis says roll-ups are old private equity playbook, but LLMs and automation now make labour-heavy service businesses attractive to VCs, citing Abio's claimed EBIT margin rise from 10-15 percent to 70-80 percent.
Mellis warns many AI roll-ups are naive, since founders enter markets private equity has served for about 20 years, and says the best targets are large, fragmented, low-satisfaction markets like property management.
Venture capital discovers roll-ups once AI lifts service margins
AI-enabled roll-ups are a way for venture capital to buy and rebuild service businesses. Private equity has done this for decades, but language models and automation lift margins in labour-heavy markets, so VCs now back it. The returns still depend on buying at the right price in large, fragmented markets.
Takeaways
Roll-ups are old; AI changes the margins. Private equity has run roll-ups for decades. What is new is that language models and automation make labour-heavy service businesses attractive to VCs. Abio's team claims EBIT margins rising from 10 to 15 percent to 70 to 80 percent.
Best markets are large, fragmented, low satisfaction. Property management is the paradigm case, since nobody wants to switch managers, which gives high revenue quality. Other candidates include insurance brokerage, customs brokerage, debt collection, blue-collar recruitment, travel agents, marketing agencies and wealth advisory.
Abio and Buena show the model. Abio raised a 36m euro Series A for AI native property management. Buena, formerly Home HT, buys property managers at low multiples and still gains efficiency. Two senior KKR figures invest in Abio. Lakestar passed because of its early fund's size.
Many roll-up strategies are naive. Founders enter markets private equity has served for about 20 years, and heavily worked markets mean inflated purchase prices. The unit of value in these markets is labour, which AI can replace, but the entry price decides the outcome.
Financial risk outweighs technology risk. Software and hosting costs have fallen, so technology and execution risk are manageable. The real exposure lies in managing debt and buying existing revenue and profit at the right price. People from Thrasio's roll-up told Mellis money is made on the buy.
VCs and PE follow different return logic. PE investors ask where the EBIT is, dismiss revenue multiples and plan to sell optimised businesses after six to seven years. VCs aim to grow and list, and accept that one deal can carry a fund. Large markets let Abio and Buena keep raising from growth investors.
AI opens the 95 percent beyond software spend. Tech has focused on the 5 percent of spend that goes to software and can now address the rest. These firms are entrepreneurs who use existing businesses, and European succession needs help explain the rise of search funds.
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