If we better understood why consumers don't choose us, would we still invest the same way?
What the paper argues
A direct-to-consumer brand can know its existing customers in remarkable detail and still misunderstand why other consumers do not buy from it. That gap matters because it can lead management to spend more on the wrong growth lever.
The paper begins with a practical investment decision. A technical apparel brand has an additional €100,000 to deploy over the next 12 months. Should it increase advertising to broaden awareness? Or invest in independent product tests and credible proof of performance? Both can be reasonable choices. The problem is that the data available may not establish which one will produce the greater incremental economic contribution.
Four different reasons for a lost choice
A missing sale can arise from several distinct situations. The paper proposes four questions to diagnose them:
Why are we not considered?
Potential buyers may not know the brand, or may see it as irrelevant to their need.
Why are we considered—and then rejected?
Customers may prefer another brand's price, product performance, proof, or service.
Why does preference fail to become a purchase?
Availability, sizing, delivery, returns, or perceived risk may keep an interested buyer from ordering.
Why do some consumers abandon the purchase altogether?
They may postpone the decision, keep what they already own, or meet the need in another way.
These situations can overlap within the same customer journey. They must not be added together as a forecast of recoverable sales.
AI can make the decision journey harder to observe
AI assistants may help consumers define their needs, compare alternatives, and choose what seems relevant before a brand sees any visit or inquiry. The paper draws on Search in Italy 2026 and other research to show why brand mentions or example AI-generated answers cannot, by themselves, reveal how many consumers saw those answers or whether their choices changed as a result.
The opportunity that matters is economically viable
Understanding a barrier is only part of the decision. The paper distinguishes three progressively narrower groups: demand that a brand could theoretically serve; demand whose choices it could realistically influence; and demand that could be won with sufficient net economic contribution after costs, risks, and alternatives are considered.
That distinction can change the investment decision. Better evidence might reveal a third route—for example, a targeted test of improved size guidance and trial or return conditions—rather than simply choosing between more advertising and stronger product claims.
Seven questions before committing capital
The paper concludes with a decision worksheet that asks management to specify the investment at stake, state its diagnosis, identify whose behavior has actually been observed, consider alternative explanations, define what evidence would change its mind, choose a proportionate way to obtain that evidence, and decide how the results will be measured.
The technical apparel example, the budget, and the interviews in the paper are illustrative. Search in Italy 2026 is a survey of Italian online adults; it does not establish causal effects for an individual brand.
La domanda invisibile
The 20-page paper is available in Italian and includes its original case, figures, decision worksheet, methodological notes, sources, and licensing terms. This page is an English editorial overview, not a full English translation of the PDF.
Download Italian PDF