The Role of Market Research in Private Acquisition and How AI Changes It

Summary

 

Learn what market research in private acquisitions is, why it matters, and how AI changes the way search funders analyze markets and make better investment decisions.

Market research is the part of private acquisition due diligence that most search funders treat as an afterthought. The financial analysis gets the most time. The operational assessment gets the management meetings. The legal review gets the advisers. Market research gets whatever is left, assembled from a few hours of web searching and a read of whatever industry reports happen to be publicly available.

 

That allocation reflects a misunderstanding of what market research is actually for in a private acquisition context. It is not background reading. It is not the section of the investment memo that contextualises the business for investors who don’t know the sector. It is the analytical layer that determines whether the financial projections are credible, whether the competitive position is durable, and whether the value creation plan is grounded in something real about the market or whether it is optimism dressed up as strategy.

 

Get the market research wrong and you can be right about everything else in the due diligence and still make a bad acquisition decision. A business with excellent financials, a strong team, and a well-structured deal is still a bad investment if the market it operates in is contracting, the competitive dynamics are shifting against it, or the tailwinds the seller describes have already become headwinds.

In this article

 

  • What Market Research Is Actually For in a Private Acquisition
  • Why Market Research in the Missing Middle Has Always Been Hard
  • The Questions Market Research Needs to Answer
  • Connecting Market Research to the Rest of the Analysis

What Market Research Is Actually For in a Private Acquisition

There are three things market research needs to do in a private acquisition process, and they are quite different from what it is typically used for.

The first is to test the revenue assumptions. Every financial model built during due diligence rests on assumptions about what the business’s revenue will do under the new owner’s management. Those assumptions are not purely internal. They depend on what the market will allow. A revenue growth assumption of 10% per year is credible in a market that is growing at 8% and where the business has been taking share. It is not credible in a market that has been flat for three years and where three better-resourced competitors have entered recently. Market research is the only way to know which of those contexts applies.

 

The second is to stress-test the seller’s narrative. Every CIM tells a story about the market the business operates in. That story is almost always optimistic. The market is growing. The regulatory environment is favourable. The competitive dynamics are benign. Some of that may be accurate. Some of it will be selectively presented. Market research is the mechanism for separating the parts of the seller’s narrative that are grounded in external reality from the parts that reflect wishful thinking or deliberate framing.

 

The third is to identify the risks that don’t appear in the data room. Financial risks leave traces in accounts. Operational risks leave traces in documents. Market risks often leave no trace at all in a private business’s internal records, because the business has been operating within them without fully recognising or recording what they are. A regulatory change that is working its way through the system. A technology shift that is beginning to disrupt the business model. A competitor that entered the market eighteen months ago and is not yet visible in the churn figures. Market research surfaces these risks before they surface in the post-close results.

Why Market Research in the Missing Middle Has Always Been Hard

 

For larger transactions, market research is a professional service. Commercial due diligence firms deploy experienced consultants who interview industry participants, analyse competitive dynamics, and produce structured assessments of market size, growth, and competitive position. That service costs tens of thousands of pounds and takes weeks to produce. It is designed for deals where the cost is proportionate to the transaction size.

 

For missing middle acquisitions, none of that scales. A £3 million EBITDA business cannot absorb a commercial due diligence bill that would represent a meaningful percentage of the purchase price. And a solo search funder with thirty days and limited budget cannot commission the kind of research that institutional buyers take for granted. The result has historically been that market research in the missing middle is either absent or superficial, assembled from public sources in a few hours and presented as context rather than analysis.

 

That gap matters more than most search funders appreciate. The seller of a missing middle business often knows their market extremely well, having operated in it for years. The buyer is frequently seeing it for the first time. That information asymmetry in the market context dimension is at least as significant as the information asymmetry in the financial dimension, and it is the one that has historically been hardest to close without the budget and time that commercial due diligence requires.

AI changes that calculation substantially. Not by replicating the depth of a commercial due diligence engagement, but by making the synthesis and analysis of publicly available market information fast enough to be genuinely useful within a compressed private acquisition timeline.

The Questions Market Research Needs to Answer

Good market research in a private acquisition context is organised around questions rather than topics. The goal is not to produce a comprehensive overview of the sector. It is to answer the specific questions that the financial and operational analysis has raised, and to surface the market-level risks that the data room does not reveal.

 

The most important of those questions concerns growth. Whether the market the business operates in is growing, flat, or contracting is the single most important external factor in the credibility of any revenue assumption. A business projecting 8% revenue growth in a market that has been growing at 12% is making a conservative assumption. The same projection in a flat market requires an explanation of where the growth will come from that is grounded in something specific about this business rather than general optimism.

The competitive question matters almost as much. Private businesses in the missing middle often occupy niches where they have operated comfortably for years without facing serious competitive pressure. The question is whether that comfort is structural or circumstantial. A business that has been protected by geography, by a regulatory barrier, or by a technical capability that competitors have not replicated is structurally defensible. A business that has operated without competition simply because nobody has bothered to compete in its niche yet is not. Understanding which applies requires looking at the competitive dynamics of the sector rather than at the business’s own competitive position in isolation.

 

Regulatory and structural risk is the third question that market research needs to address. Many industries that appear stable to their participants are quietly being reshaped by regulatory changes, technology shifts, or structural economic forces that operate slowly enough to be invisible in a three-year financial history but material over the five to ten year holding period a search funder is planning for. Identifying those forces before close is the only opportunity to price them into the deal or to decide that the risk is too significant to accept.

Market research questionWhy it mattersWhat the answer changes
Is the market growing, flat or contracting?Determines the credibility of revenue growth assumptionsThe multiple you are willing to pay and the growth projections in your model
What is the competitive structure and is it changing?Determines whether the business’s position is structurally defensibleThe durability assumption underlying the valuation and value creation plan
What regulatory or structural forces are in motion?Surfaces risks invisible in a three-year financial historyThe holding period risk assessment and potentially the decision to proceed
Does the seller’s market narrative match external evidence?Identifies where the CIM is optimistic relative to market realityThe credibility of the seller’s projections and the robustness of your own assumptions
Who are the customers of businesses like this, and why do they buy?Grounds the revenue durability assumption in external evidenceThe customer retention assumption and the transition risk assessment

Connecting Market Research to the Rest of the Analysis

The most common failure mode in market research for private acquisitions is treating it as a separate deliverable rather than an integrated part of the due diligence. When market research produces a standalone section of the investment memo that is written after the financial analysis is complete, it tends to be written to support conclusions already reached rather than to test them. The financial model is built. The valuation is formed. The market research then provides context for a decision that has already effectively been made.

 

The right sequence is the reverse. Market research should inform the financial model, not contextualise it. The revenue growth assumption should be calibrated against the market growth rate before the model is built, not after. The competitive position assessment should inform the margin sustainability assumption before the EBITDA multiple is agreed, not after. The regulatory risk assessment should be factored into the holding period analysis before the exit multiple is assumed, not after.

 

That integration requires market research to happen earlier in the process than most search funders currently place it, and to be connected explicitly to the financial and operational analysis rather than running in parallel with it. When those connections are made explicitly, the market research changes what the financial model says. When they are not, the market research is decoration.

Kudra supports this integration by treating market context as part of the due diligence analysis rather than a separate research task. When you ask Kudra to evaluate the seller’s market narrative against external evidence, the output connects to the financial findings already in the workspace. The market growth question is answered in the context of the revenue assumptions already under review. The competitive position question is answered in the context of the customer concentration already identified. The analysis builds as a connected whole rather than as a collection of separate deliverables.

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