Case study · Banking

100+ AI-moderated interviews map the premium cardholder journey

How Quals.ai helped a leading private bank understand the full premium credit card experience, from acquisition to support, and find the loyalty drivers behind product, experience, and communication decisions.

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Client: Leading private bank
Industry: Banking
Services: Customer Intelligence & Data
Platforms: Quals.ai

The challenge

A leading private bank wanted a clearer picture of life as a premium cardholder. Its teams were shaping product innovation, experience design, and communication strategy for the premium portfolio, and they needed to know what actually keeps these customers loyal.

Premium cardholders vary by age, gender, and city. Many carry more than one card, and they use each card differently on an ordinary day than on a special occasion. Surveys could report preferences, but the bank needed the reasons behind them.

What we did

The bank partnered with Quals.ai to run AI-moderated qualitative research at a scale that traditional interviews rarely reach.

Talked to 100+ cardholders. Quals.ai conducted more than 100 AI-moderated interviews with premium cardholders across a range of age groups, genders, and metro locations.
Mapped the whole journey. The research followed cardholders through acquisition, onboarding, everyday usage, rewards redemption, and support.
Studied how cards get used. Interviews explored daily, weekly, and special-occasion spending, and what prompts a cardholder to switch cards.
Unpacked multi-card behavior. The study identified what drives card preference and why many customers spread their spending across several cards, segment by segment.
Connected trust to loyalty. It showed how brand perception, trust, and the quality of the digital experience shape premium loyalty over the long term.

The impact, measured

The bank received segment-specific, actionable evidence to guide product innovation and communication strategy across its premium card portfolio.

100+

Interviews conducted

AI-moderated conversations with premium cardholders

Touchpoints mapped

From acquisition and onboarding through rewards and support

360°

Cardholder journey coverage

Every stage of the premium card relationship in one study

A complete journey view covering acquisition, onboarding, usage, rewards redemption, and support.
Clear loyalty drivers tied to brand perception, trust, and digital experience quality.
Evidence by segment so product and messaging teams can act on what matters to each group.
The same platform, closer to home now that Trellist brings Quals.ai to US organizations.

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