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The Data Scientist

UX

Why is UX important when evaluating a potential acquisition?

For those not in the thick of private equity, it might seem like the connection to UX is a stretch. But actually, after the financials are tested, UP is verified and the codebases are scanned for weak points, user experience becomes an important consideration during an acquisition.

Treating UX as just a post-acquisition nice-to-have is a financial miscalculation.  Heading into 2026, UX is a leading indicator of retention. It’s a proxy for engineering efficiency, and it helps predict integration costs too. It’s central to competitiveness, and so ignoring it during the deal phase is a bit like buying a house knowing you need to redecorate, perhaps even change the layout of the rooms, and assume it’s petty change compared to the real value of the land and area. This is clearly an oversight because these changes can get messy. 

Technical debt in the design system

Investors nowadays are mostly familiar with the concept of technical debt. It’s the shortcuts taken in code that must be paid back with interest later. But “design debt” is equally corrosive yet way harder to spot on a balance sheet.  

A target company might show strong initial growth, but if its product doesn’t have the all-important unified design system, scaling becomes exponentially expensive. Each new feature will need bespoke frontend work because reusable components don’t exist.

If the product’s interface is a patchwork of hard-coded styles and inconsistent behaviors, the acquiring team faces a refactoring bill post-close. It’s a hidden redesign tax should be factored into the valuation.

The customer retention hypothesis

High churn rates are the real deal-killer, but make sure to not misdiagnose the reason behind it. In many due diligence reports, churn is attributed to pricing or competitive pressure. But actually, it’s often just experience rot.

A target company may have aggressive sales teams that manage to push through deals, but if the product experience has friction, users will leave. This is particularly dangerous in SaaS acquisitions where the investment thesis relies on high Lifetime Value (LTV). It also messes with your ROI given the cost per acquisition – suddenly, a huge PPC campaign opportunity may arise if you improve this churn. 

Evaluating the UX reveals the truth. Are users staying because they love the workflow, or are they held hostage by high switching costs? If the latter, the acquisition is vulnerable to any competitor with a slightly better interface – it’s all about distinguishing between loyal users and trapped users.

UX maturity can reflect broader engineering culture as a difficult-to-use product suggests a team that ignores its customers. Acquiring a “feature factory” needs a time-consuming shift to a user-centric model. It risks talent loss, too.

The market for UX audits

UX

With UX slowly making its way from a soft metric to being more financially significant, a specialized ecosystem of partners has come about.

Nielsen Norman Group is perhaps the gold standard within this ecosystem when it comes to  rigorous, academic-grade usability benchmarks. It’s a popular choice when objective, data-heavy scores are required. On the strategy and innovation side, Frog Design and IDEO are both frequently brought in when the acquisition ideas hinge on new product categories altogether (or a new brand). 

For buyers focusing on deep engineering with good product design, Thoughtworks has valid assessments that couple experience with delivery capability.

In the middle of this spectrum is MakingSense, a firm aimed at private equity and legacy modernization. Unlike purely creative agencies, their approach targets the specific debt issues at hand, like in mature software assets, and hones in on how UX improvements can unlock value.

Quantifying the redesign cap

The ultimate goal here is to give a dollar value to the “Redesign Cap” – it’s essentially the amount that will be needed to bring the product up to market standards.

If a target requires a full interface overhaul to stay competitive (and remember, in 2026 with AI in abundance, the speed of iteration and rising competition is fiercer than ever), that cost should be deducted from the purchase price.

Sophisticated buyers sometimes run flash usability tests during the diligence period. It’s a bit like focus groups, where you put the product in front of five users and investors then uncover usability issues that no management presentation would have ever revealed. If users can’t complete the product’s core value proposition without assistance, the product is not ready. Here, you get useful feedback too.

Red flags to look for

  • Products requiring a lot of training limits the Total Addressable Market.
  • Inaccessible products are prone to litigation, especially in public sector/healthcare.
  • A B2B product restricted to desktop is a depreciating asset.

Valuation is both an art and a science, and UX is something that is often underappreciated until it’s too late. In a mobile-first world where expectations are rising, investors need to avoid post-acquisition surprises by performing a rigorous UX evaluation.