The AI Roll-Up Trap
Why AI-native services are built, not acquired.
There’s a seductive version of the AI-native services story making its way around venture and private equity right now. Pick a fragmented services category. Roll up a few legacy firms. Layer AI on top. Declare it “a transformation.” But General Partner Lotti Siniscalco argues this approach often creates the very constraints AI-native services are supposed to eliminate.
Acquired ARR can leak, legacy pricing structures show their flaws, and traditional workflows quietly reinforce traditional habits. But perhaps most importantly, the identity of a services business is shaped by the people delivering the work, and that identity is very hard to reassemble after the fact.
Lotti makes the case that the strongest AI-native services companies are not created through acquisition. They are built organically from the ground up, with AI-native practitioners, AI-native workflows, and cultures designed around a fundamentally different operating model from day one. Sequence matters more than speed. Build the system first, earn the trust, and then scale from a position of gravity.
Is Your Company Actually AI-Native?
Not every company using AI is building an AI-native services business. We created a short assessment to help founders benchmark their maturity and identify the gaps that matter most.
From the Bench: New Ideas & Insights
OpenAI Bets on Deployment
In May, OpenAI launched DeployCo.The initiative pairs frontier models with the implementation expertise enterprises actually need to move AI from pilot into production: workflow redesign, systems integration, and accountable outcomes.
We’re proud to partner with them on the journey. Read more about our investment as a founding partner here.
Pace Scales AI Infrastructure for Insurance Operations
Emergence portfolio company Pace announced new funding to expand its AI-powered infrastructure platform for global insurance workflows, a category where operational complexity and manual processes still dominate. Rather than treating AI as a lightweight automation layer, Pace is focused on embedding intelligence directly into the systems that power underwriting and back-office operations at scale. The company’s approach reflects a broader shift happening across enterprise workflows: AI moving from assistive tooling into core operational infrastructure.
Harper Highlighted as a New Generation of AI-Native Founders Emerges
A recent Crunchbase News feature examining funding trends for Black founders highlights the companies continuing to break through in a highly competitive market, including insurance broker Harper. Harper’s momentum reflects a broader shift toward AI-native businesses that rethink industries operationally, embedding intelligence directly into how work gets done rather than layering software onto legacy systems.
What Makes AI-Native Services Defensible?
One of the biggest questions surrounding AI-native services is whether these companies can build real moats or if they’re simply modern services firms with better tooling. Lotti Siniscalco argues that the defensibility comes from ownership of the outcome. When companies deliver the work directly, they also capture operational data, feedback loops, and workflow intelligence. Over time, that compounds into an advantage that standalone software vendors can’t replicate.
Should SaaS Companies Become Services Businesses?
Jake Saper explores a question that would have sounded almost heretical a few years ago: if AI can now deliver the work itself, should SaaS companies stop selling tools and start owning outcomes? The article argues that AI-native services may become the strongest defense against shrinking seat counts, commoditizing product features, and growing pressure to prove ROI. Instead of competing with foundation models directly, these companies sit on top of them, taking responsibility for the result rather than the software alone. It’s an idea that’s moving beyond theory. Gainsight’s recent pivot toward AI-native services suggests that even established SaaS companies are beginning to reconsider whether selling software alone is enough.
Emergence in the Wild: Catch us in the news or at events
Jake Saper Named to the Midas Brink List
Jake Saper was recognized on Forbes’s 2026 Midas Brink List, which highlights investors backing the next generation of breakout technology companies before they become household names. The recognition reflects Jake’s long history of supporting founders across AI-native services, infrastructure, and enterprise software.
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