Research library

Understand the decision behind the choice

Explore studies by sector, question and edition date. Each study distinguishes evidence, interpretation, hypotheses and its limits.

Read a free preview of each study. Full access applies to the selected report. Studies and English translations remain pending independent editorial review.

Automotive

2026-10-19 · Edition 9

Pending review

Why replace a car? Comfort, cost, space and the compromises buyers accept

In these accounts, people consider replacing a car when an alternative meets a need their current vehicle no longer meets, at a cost they are willing to accept. That may mean a better seating position, clearing uneven roads without scraping, more comfortable journeys or lower fuel use when regular charging is possible.

Decision to investigate. Which benefit should be demonstrated before expanding the offer or communication investment?

28 selected accounts · 45 traceable observations · Operator-assisted research

Read the preview ↗
Previous editions

2026-10-19 · Edition 8

Pending review

What leads a Brazilian buyer to include or rule out a Chinese brand when choosing their next car?

In this excerpt, liking the car, accepting the purchase conditions, and wanting to keep it are different judgments. One owner may complain about assistance and still want to keep the vehicle; another may leave the dealership without buying; a third sells the electric vehicle to look for a larger one.

10 selected accounts · 22 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-19 · Edition 6

Pending review

What leads a Brazilian buyer to include or rule out a Chinese brand when choosing their next car?

The buyer tends to include Chinese vehicles motivated by aesthetic appeal, superior equipment levels, and technological innovations, but weighs the decision due to individual concerns about future parts availability and aftermarket solidity.

0 selected accounts · 12 traceable observations · Automated exploratory analysis

Read the preview ↗

2026-10-18 · Edition 5

Pending review

What leads a Brazilian buyer to include or rule out a Chinese brand when choosing their next car?

In this excerpt, liking the car and agreeing to keep it are different decisions. One buyer reports switching to a Haval after getting to know the products; another praises Chinese competition, but fears maintenance and parts. The useful hypothesis is that demonstrating the product and clarifying the living-with risk fulfill different functions in the sale.

We do not yet know how much weight each carries in the market.

0 selected accounts · 4 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-18 · Edition 4

Pending review

Choice criteria for hybrids and Chinese brands in Brazil

The consulted samples offer three signals to formulate tests: valued quality and performance attributes, declared concern with recharging infrastructure, and willingness not to avoid manufacturers due to national origin. These results do not prove purchase decisions for hybrids or Chinese brands.

Specific purchase data are lacking to answer this question; the proposals below are experiments and a new primary study.

0 selected accounts · 3 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-18 · Edition 2

Pending review

Choice criteria for hybrids and Chinese brands in Brazil

Available evidence shows that survey respondents prioritize product attributes such as quality and performance, while expressing specific concerns regarding charging infrastructure for electrified vehicles. It is also observed that the domestic origin of automakers does not generate consensual avoidance in the consulted sample.

However, specific and triangulated data on the actual purchase behavior regarding hybrid vehicles and brands of Chinese origin in the Brazilian market are lacking.

0 selected accounts · 3 traceable observations · Automated exploratory analysis

Read the preview ↗

Technology

2026-10-20 · Edition 3

Pending review

Technology: utility opens the door; execution and control sustain payment

Cancelling payment may reduce the responsibility entrusted to technology without ending its use. One participant continues using it as support; another returns to a free tier. Intensive use with two subscriptions challenges a simple price-rejection thesis. Utility and confidence in execution need separate examination.

Decision to investigate. Which completed task sustains payment after including review and failure recovery?

4 selected accounts · 7 traceable observations · Operator-assisted research

Read the preview ↗
Previous editions

2026-10-20 · Edition 2

Pending review

Technology: utility opens the door; execution and control sustain payment

Payment appears associated with a recurring task that matters to the person. Continuity also depends on the tool delivering, making its limits clear, and allowing control over the subscription. There is praised subscription, cancellation with residual usage, return to the free tier, and cancellation of a service whose content was pleasing.

4 selected accounts · 7 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-20 · Edition 1

Pending review

Technology: perceived utility must survive the first use

The joint reading suggests testing utility in a real task and making the operation understandable. There is openness to artificial intelligence, but there are differences in access and skill as well as concern. A single novelty pitch does not address these distinct conditions.

0 selected accounts · 3 traceable observations · Operator-assisted research

Read the preview ↗

Health and wellbeing

2026-10-20 · Edition 3

Pending review

Health: consumers want usable access and budget-friendly protection

The opportunity suggested by these four accounts is to reduce the gap between paying for protection and being able to use it. The same person may praise public care, pay for a private consultation and still consider a health plan; this does not establish an exclusive preference for one system.

Decision to investigate. Does the service solve an access step the user can actually use and understand?

4 selected accounts · 8 traceable observations · Operator-assisted research

Read the preview ↗
Previous editions

2026-10-20 · Edition 2

Pending review

Health: consumers want usable access and budget-friendly protection

In these four accounts, the consumer is not simply choosing between paying and not paying for healthcare. They are trying to combine access they can use now with protection for a future expense.

Discomfort with the monthly fee grows when they still have to pay out of pocket; at the same time, a recent financial loss may increase concern about being left unprotected.

4 selected accounts · 7 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-20 · Edition 1

Pending review

Health and wellness: recurrent access before transformation promises

The first opportunity to investigate is facilitating a need that already appears in the daily routine. This edition finds recurring demand for health items in Santa Catarina and relevant movement among plan affinities in Brazil. These are different markets and measures, not a single buyer profile.

0 selected accounts · 3 traceable observations · Operator-assisted research

Read the preview ↗

Beauty and cosmetics

2026-10-20 · Edition 3

Pending review

Beauty: value appears in use, durability, and the space the product occupies in the routine

Using a product up does not mean wanting to buy it again. In this corpus, one person finishes a product despite discomfort; another accepts paying more for a perceived better result; a third praises a fragrance but declines because that occasion is already covered. Consumption, satisfaction and additional purchase follow different logics.

Decision to investigate. Which role in a routine could justify trial, replenishment or a higher price?

4 selected accounts · 7 traceable observations · Operator-assisted research

Read the preview ↗
Previous editions

2026-10-20 · Edition 2

Pending review

Beauty: value appears in use, durability, and the space the product occupies in the routine

The four cases show that the visible price on the shelf does not conclude the value assessment. Perceived durability, comfort of use, and utility relative to existing routines can justify paying more or refusing a praised purchase. Finishing a product also does not mean wanting to buy it again.

4 selected accounts · 7 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-20 · Edition 1

Pending review

Beauty: prove value in the routine before selling a trend

The initial reading favors testing a comprehensible benefit in an existing routine, with usage proof and comparable cost. The Santa Catarina sample gives weight to quality, price, and physical channels; it does not allow concluding that Brazilians reject novelties or that a foreign origin guarantees preference.

0 selected accounts · 3 traceable observations · Operator-assisted research

Read the preview ↗

Fintech

2026-10-20 · Edition 3

Pending review

Fintechs: the account may be digital, but trust needs to work when the next need arises

Opening an account does not mean entrusting financial life to a bank. The accounts distinguish familiarity, expected future credit, benefits actually used and coexistence of accounts. An offer can win registration and remain secondary. This is a relationship hypothesis, not a measure of Brazilian banking concentration.

Decision to investigate. Which task could earn repeat use before asking for the primary relationship?

4 selected accounts · 7 traceable observations · Operator-assisted research

Read the preview ↗
Previous editions

2026-10-20 · Edition 2

Pending review

Fintechs: the account may be digital, but trust needs to work when the next need arises

The cases distinguish opening an account, making it primary, and staying. A praised digital experience can coexist with the expectation that another bank will offer future opportunities. Conversely, perceived commercial pressure can frustrate the promise of a relationship; functioning customer service can sustain retention.

4 selected accounts · 7 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-20 · Edition 1

Pending review

Fintechs: the mobile phone is the entry point, not proof of being a primary bank

The sources support the mobile phone as an important environment for financial operations. They do not support the thesis that an additional app replaces the primary bank. To enter, the company must choose a task it can solve better and demonstrate trust in use and problem-solving.

0 selected accounts · 3 traceable observations · Operator-assisted research

Read the preview ↗

Retail and e-commerce

2026-10-20 · Edition 5

Pending review

Marketplaces in Brazil: more sales, less control?

A seller can be unhappy with a marketplace and still depend on it. These accounts include a reported exit, reluctant continued use and growth on the same channels.

Complaints alone do not establish an opening for a competitor: an alternative must address the customer demand, routines and operating conditions that keep a business on the platform.

Decision to investigate. Can the first product, channel and partner sustain margin and resolution after the sale?

11 selected accounts · 15 traceable observations · Operator-assisted research

Read the preview ↗
Previous editions

2026-10-20 · Edition 4

Pending review

Marketplaces in Brazil: selling more may mean deciding less

A company can win orders in the marketplace and lose ground in deciding how it operates. In this selection, tension appears when shipping does not fit the primary job, a rating is perceived as an unfair judgment of the work, or money and product are left out of reach during a dispute.

11 selected accounts · 15 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-20 · Edition 3

Pending review

E-commerce: what seller noise reveals about margin, control, and entry into Brazil

The observed noise brings together three distinct problems: difficulty in predicting the result per sale, loss of control over the logistics routine, and distrust regarding the capacity to resolve disputes. A complaint about commission may hide a product without margin to support freight, competition, and returns.

9 selected accounts · 12 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-20 · Edition 2

Pending review

Retail: competitive pricing must arrive alongside a fulfilled promise

In these accounts, the consumer evaluates a combination of outlay, timeframe, and confidence in the resolution. Speed can justify paying more and sustaining replacement purchases; when the timeframe fails, this justification weakens. Another buyer accepts an additional price when facing an unfamiliar store, but buys directly from familiar brands.

4 selected accounts · 7 traceable observations · Operator-assisted research

Read the preview ↗

2026-10-20 · Edition 1

Pending review

Retail: the offer only ends when the product arrives as promised

The initial reading is that product, delivered price, and execution need to be evaluated together. The surveyed digital shoppers mention economic conditions as well as delivery problems; recurrence on the same site does not alone reveal brand loyalty.

0 selected accounts · 3 traceable observations · Operator-assisted research

Read the preview ↗
Research updates

The automotive pilot checks evidence daily at 09:17 Brasília time. New generation requires changed evidence; other sectors retain their dated editorial editions.

Last monitored attempt: 2026-10-25T12:50:18.306995+00:00 · no_new_evidence

Edition counts describe this collection, not a representative consumer sample. The daily research schedule remains automotive-only.