Michael Lee buys mid-cap firms to replace labor with AI
- Michael Lee took insurance broker Baldwin private for $7.7 billion to rebuild operations around AI.
- Bending Spoons slashes acquired firm headcounts by up to 80 percent using a single engineering stack.
- Traditional private equity fails at AI integration because funds must sell assets within three years.
Software is no longer being sold to middle-market firms. Investors are buying the companies outright and replacing the back office.
On No Priors, Sequence Holdings co-founder Michael Lee detailed how his firm executed a $7.7 billion take-private of insurance broker Baldwin alongside the Dell family office. Instead of selling software subscriptions to legacy corporate executives, Lee buys controlling equity and embeds frontier engineers directly into operations. The goal is complete operational transformation through automated AI agents, bypassing IT consultancies and software vendors entirely.
The strategy is already delivering dramatic reductions in human labor. At Bank South, Sequence treated the financial institution as a centralized nervous system, building automated agents for consumer loans that slashed processing times by 94 percent. Commercial loan turnarounds dropped from 30 days to 11. When loan volumes doubled in the second quarter, the bank handled the surge without adding a single back-office worker.
Lee argues that traditional buyout firms are structurally incapable of copying this playbook because they celebrate dealmakers over coders and operate on short fund lifecycles.
"A firm planning to sell an asset in three years will not commit to deep operational restructuring."
- Michael Lee, No Priors
The day before Lee laid out his industrial thesis, Bending Spoons CEO Luca Ferrari detailed an even more aggressive operational acquisition strategy on All-In. The Milan-based acquirer buys established digital platforms like Vimeo, Eventbrite, Airtable, and Miro, then discards their original code. Bending Spoons replaces entire corporate divisions with an 800-person central engineering unit deploying a standardized internal toolkit.
This operational playbook relies on aggressive labor downsizing. Ferrari routinely right-sizes acquired workforces, cutting headcounts by up to 80 percent while relying on a hyper-selective engineering team hired from fewer than 300 out of 800,000 applicants last year. He maintains that small, elite teams running shared infrastructure vastly outperform bloated legacy organizations.
Ferrari noted that traditional private equity firms cannot run this centralized playbook because they must keep portfolio assets strictly segregated for eventual resale.
"Private equity firms keep software assets isolated so they can sell them off individually."
- Luca Ferrari, All-In
Rising interest rates are accelerating the trend by depressing asset valuations faster than debt expenses rise. With unlevered returns pushing 25 percent on re-engineered assets, serial acquirers are treating corporate buyouts purely as software execution problems. For mid-cap labor, the implication is stark: software is no longer a tool for employees, but their replacement owner.
Source Intelligence
- Deep dive into what was said in the episodes
Re-Founding Incumbents for the AI Era with Sequence Holdings Co-Founder and CEO Michael Lee • Sep 24
- Michael Lee claims incumbents fail at AI transformation because their internal cultures do not celebrate engineers. This prevents them from attracting the technical talent required to redesign core workflows.
- Michael Lee argues that IT consultancies and SaaS vendors cannot execute true AI transformations. Consultancies are incentivized toward billing incremental hours, while software vendors build products for existing, legacy human workflows.
Also discussed on this episode: (8)
Markets (2)
- Michael Lee led Sequence Holdings in a 7.7 billion dollar take-private acquisition of insurance broker Baldwin. The deal was executed in partnership with the Dell family office.
- Michael Lee selected the insurance brokerage industry because carriers make money from investing rather than underwriting. This aligns incentives toward asset gathering, rendering relationship-centric brokers highly resilient to startup competition.
Startups (1)
- Michael Lee argues that AI will impact the economy unevenly. While startups will dominate areas like software development, incumbents in relationship-driven or heavily regulated industries will maintain their market leadership.
VC (3)
- Sequence Holdings operates as a permanent holding company to align capital duration with multi-year operational transformations. Michael Lee limits the firm's pace to a single transaction per year to maintain high quality.
- Following an investment by Sequence Holdings, Bank South reduced consumer underwriting time by 94 percent. The bank also lowered its average loan processing time from 30 days to 11 days.
- Michael Lee asserts that early-stage investing should focus entirely on backing exceptional founders in large markets. Because execution is far more difficult than generating ideas, elite talent determines startup success.
Banking (1)
- Michael Lee targets companies with centralized operations, such as banks, where technological improvements can be easily amortized. This structure avoids the integration and cultural friction common in distributed business roll-ups.
Agents (1)
- Sequence Holdings developed Atlas, a reusable platform containing a data ontology layer, an agent builder, an orchestration engine, and an application builder. The system isolates industry-specific logic to only 20 percent of the codebase.
Luca Ferrari, Bending Spoons CEO: The $40K Origin Story, Buying Product-Market Fit & Why Private Equity Can't Compete • Sep 23
- Bending Spoons aggressively right-sizes acquired workforces, sometimes cutting headcounts by up to 80 percent. Luca Ferrari asserts that small, highly skilled, and intrinsically motivated teams outperform large, legacy engineering organizations.
- Bending Spoons maintains extreme selectivity, hiring fewer than 300 people from over 800,000 applications last year. Luca Ferrari credits high talent density to offering engineers broad technical scope across diverse brands like Vimeo and AOL.
- Private equity firms cannot match Bending Spoons' returns due to structural limitations. Luca Ferrari explains that PE firms must keep assets separate for eventual resale, preventing them from sharing engineers or integrating a unified tech stack.
Also discussed on this episode: (9)
Startups (2)
- Luca Ferrari turned $40,000 of leftover seed capital from a failed 2010 AI startup into the foundation for Bending Spoons in 2013. The original venture capital backers gifted the remaining funds to avoid complex liquidation legal fees.
- Bending Spoons scales by acquiring product-market fit rather than trying to discover it organically. Luca Ferrari argues that while finding product-market fit relies heavily on luck, his team excels at optimizing engineering, monetization, and design.
Enterprise (2)
- Acquired assets are integrated into a proprietary operating system of over 50 technologies, including shared AI orchestration, A/B testing, and recruiting tools. This centralized stack allows a core team of 800 people to run diverse platforms efficiently.
- Bending Spoons funds acquisitions by reinvesting almost 100 percent of free cash flow and leveraging hedged debt. The company holds a blended cost of debt of approximately 9 percent, maturing in 2031, with a leverage ratio of 2.5 times.
VC (4)
- The company reached a valuation of approximately $20 billion at its IPO while raising only $500 million in primary equity. Luca Ferrari reports that Bending Spoons achieves consistent unlevered returns of roughly 25 percent.
- Bending Spoons targets larger, predictable businesses with five to six years of clear earnings visibility. Luca Ferrari prioritizes scale because the operational effort required to transform a company does not increase linearly with its revenue.
- Following its acquisition of Miro, Bending Spoons is approaching a pro forma annual revenue run rate of $4 billion. Luca Ferrari notes this scale makes launching completely new, native products mathematically unlikely to move the needle.
- Operational value at Bending Spoons comes from back-end infrastructure integration rather than cross-selling. Customer-facing synergies like ad sharing have historically generated only a marginal 3 percent increase in value across the portfolio.
Fed (1)
- Luca Ferrari views rising interest rates as a net positive for serial acquirers. Higher debt costs are offset by the resulting drop in asset valuations, while the firm's historical unlevered returns remain high enough to absorb pricier capital.