Why AI Efficiency Alone Won’t Fix Customer Experience

Ipsos’ 2026 CX Global Insights study, based on 23 markets, delivers an uncomfortable finding for any brand investing in AI-powered service: smoother is not the same as better.

Efficiency does not automatically build loyalty

Experience still drives preference. According to Ipsos, 70% of customers choose a brand because they expect the experience to be good, and personal experience outweighs marketing and brand image when people evaluate brands.

But the willingness to pay for that experience is weaker than the investment logic suggests. Only 44% of customers say they are willing to pay a premium for superior experiences, and experience-led choice has flatlined or declined in several markets. The most telling data point is behavioural: 48% of all customer interactions are rated “Nothing Notable”. They neither delight nor disappoint; they simply leave no trace.

The hygiene trap behind AI’s blind spot

Ipsos’ Forces of CX framework explains why. It separates customer needs into two layers.

• Hygiene forces: certainty, control and fair treatment — the minimum viable experience.
• Differentiating forces: status, belonging and enjoyment — where meaning and attachment are actually created.

Across markets, brands continue to score well on hygiene and poorly on differentiation. This is exactly how many AI implementations behave: they industrialise speed, accuracy and consistency, but they are not built to deliver the unscripted warmth, surprise or human judgement that turns a competent transaction into an emotional connection.

Why the premium erodes

Behavioural research has long shown that people remember peaks and endings more than a smooth, uneventful average. A completely frictionless chat may resolve a query in seconds, but if it lands in the “Nothing Notable” bucket, it contributes nothing to loyalty. Over time, competitors converge on the same efficient baseline, and nobody stands out.

That is why customers cannot be expected to pay more for basic competence. They will pay for experiences that make them feel understood, recognised and valued — the very territory where human interaction and considered brand design still have an edge.

What brand leaders should do

The answer is not to reject AI. It is to stop treating efficiency as the end goal. Use the hours and cost that automation returns to invest in memorable, emotionally charged moments: a generous exception, a recovery handled with warmth, a small recognition that feels personal rather than scripted.

As the Ipsos research puts it, customers don’t remember how efficient an experience was, they remember how it made them feel. For CX teams and brand managers, the practical test is simple: if your dashboards track only resolution time, error rate and cost per contact, you are measuring hygiene, not memory. Add a metric for emotional impact, and design for the moments worth remembering.

Source: Ipsos