A Complex, Multi-Brand Analytics Business Sold at 21x EBITDA. The Technology Story Made the Difference. 

A PE-backed biopharmaceutical data analytics company was preparing for exit after growing through multiple acquisitions during the hold period. Ten brands operated under a single parent, supported by four key technology platforms. That scale of growth creates real value and a technology story that's genuinely difficult to tell. In a process where financial buyers are evaluating dozens of opportunities, a difficult-to-tell story costs multiple. 

This work was performed by Liberty Advisor Group, now a Resultant company. 

The situation 

Before the process opened, the company needed to accomplish three things: 

  • Demonstrate the differentiation of its four core platforms   
  • Show the incremental value created through hold period acquisitions 
  • Address the technical debt accumulated across legacy systems without letting it dominate the narrative 

Financial buyers evaluating a technology-forward business need to understand what the platform does, how it differentiates from alternatives, and what it will cost a new owner to maintain and scale. Without a coherent answer to all three, even a strong business loses multiple in the back half of a deal process. 

What we found

The platform was more differentiated than the fragmented brand structure made it appear. The four core technology platforms each served distinct buyer needs across the biopharmaceutical data analytics market, and the acquisitions made during the hold period had meaningfully expanded the company's addressable service offerings. That was the story. The complexity was obscuring it. 

The technical debt was real but manageable. The higher-priority risks, the ones a buy-side diligence team would surface first, could be addressed before the process opened. Where they could be fixed, we helped fix them. Where they couldn't, we acknowledged them honestly and placed them in context in the narrative. Buyers don't expect perfection, but they penalize sellers who discover the problems at the same time they did. 

The platform unification roadmap was the reframe that held the multiple together. Rather than leaving a new acquirer to inherit an integration problem, we framed the roadmap as a value-creation opportunity with a clear execution path and quantifiable upside. That reframe, grounded in specifics rather than aspiration, is what allowed the company to hold its multiple through diligence. 

Ten brands, four platforms, accumulated technical debt, and a complicated integration story. Financial buyers needed to see through all of that to the value underneath. We built the narrative that let them do it.

The technology story that held the multiple 

We conducted a rapid current-state assessment of the technology organization, platforms, and go-to-market positioning, then built the sell-side technology narrative across three workstreams: platform differentiation, risk identification and mitigation, and the unification roadmap. By the time buy-side diligence teams arrived, the technology story was coherent, the highest-priority risks had been addressed, and the remaining complexity had been contextualized rather than hidden. 

The company sold at 21x EBITDA.

Platform quality is priced. So is how you tell the story. 

Technology-forward businesses, particularly in data analytics, are increasingly priced on platform quality and future earnings potential rather than trailing EBITDA alone. That makes the technology narrative a direct input to valuation, not a diligence checkbox. In a 21x environment, the difference between a well-told technology story and a poorly told one is multiple points of exit value. Value created during the hold period that buyers can't see or underwrite doesn't get priced. 

Preparing a PortCo for exit and need the technology story ready before the process opens?

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