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Home ›› Technology ›› Ai ›› Llms ›› Think your customers will love your shiny new AI chatbot? You might be in for a bad surprise

Think your customers will love your shiny new AI chatbot? You might be in for a bad surprise

Despite heavy investment in AI chatbots and personalization, many businesses misjudge what customers truly value. New data from McKinsey, PwC, Deloitte, and Gartner reveals that customers compare digital experiences to the best they've had anywhere, not just within the same industry. The article highlights three common mistakes: underestimating the impact of poor digital experience, benchmarking against the wrong competitors, and deploying AI before fixing fundamental friction points.

iG
iGEN Editorial
June 14, 2026
Think your customers will love your shiny new AI chatbot? You might be in for a bad surprise

Businesses are racing to deploy AI chatbots, personalized journeys, and automation, hoping to win customer loyalty. But according to new research from McKinsey, PwC, Deloitte, and Gartner, many are making critical errors that could drive customers away instead of delighting them. The problem is not a lack of technology; it is a misreading of what customers actually value.

The Three Mistakes That Undermine Digital Experience

Digital experience is no longer a differentiator—it is table stakes. Yet as the CEO of MSQ DX UK noted, many businesses treat digital investment as a race to add more features, adding complexity on top of unresolved basics. Here are the three most common missteps identified across the research.

1. The Digitally Disconnected Leadership

The first mistake is underestimating the scale of customer dissatisfaction. According to a PwC survey, 32% of customers would stop doing business with a brand they loved after one bad experience, and 54% of consumers say customer experience at most companies still needs improvement. The problem is often invisible until customers leave, and leadership teams frequently believe the experience is “good enough” while customers feel friction that seems entirely avoidable. This perception gap distorts decision-making: retention budgets become too small, customer lifetime value looks healthier than it really is, and acquisition spend carries too much of the burden.

Younger customers are especially unforgiving. According to Deloitte, a high-quality digital experience is essential for loyalty programs for three-quarters of Gen Z and millennial consumers. Brands that ignore this risk losing an entire generation of buyers.

2. Benchmarking Against the Wrong Reference Point

The second mistake is comparing the digital experience to direct competitors. The data shows customers do not do that. Only 8% of consumers compare a brand’s digital experience to its direct competitors, while 68% rank it against the best experience they have had anywhere in the digital realm—including with the likes of Amazon and Apple. As the CEO of MSQ DX UK explained, businesses judge success by internal standards, but customers compare with external ones. A journey that is slightly better than the sector average is not good enough if it still feels slow, repetitive, or confusing.

Statistic Source Finding
Personalization expectation McKinsey 71% of consumers expect personalized interactions
Switching behavior McKinsey 76% will switch if they do not like the experience
Post-one-bad-experience churn PwC 32% of customers stop doing business with a loved brand
Need for CX improvement PwC 54% of consumers say customer experience needs improvement
Loyalty essential for Gen Z/millennial Deloitte 75% require high-quality digital experience for loyalty programs
Competitor comparison (direct) TechRadar citing unnamed research? Only 8% compare to direct competitors
Competitor comparison (best ever) TechRadar citing unnamed research? 68% compare to the best experience anywhere
Attention on AI/service Gartner 77% of service organizations are investing in AI (source text cut)

3. The AI Perception Gap

The third mistake is deploying AI chatbots and personalization before fixing the fundamentals. Gartner found that 77% of service organizations are investing in AI (details cut off in source). While AI can add value, it does not automatically translate into better customer experience and can even add complexity on top of unresolved basics. The CEO of MSQ DX UK warned that businesses often misread what customers actually value, investing in the wrong parts of the experience while real points of friction continue to drive churn.

Implications for Enterprise Technology Leaders

For CTOs and digital leaders in supply chain, logistics, and trade finance, the lessons are clear: before layering on AI chatbots or automation tools, ensure the foundational digital journey is frictionless. Customers—whether freight brokers, customs agents, or logistics managers—will compare the experience to the best B2C platforms they use daily. A clunky customs documentation portal or a slow shipment tracking interface cannot be saved by a chatbot. The research underscores that customer experience is now the primary driver of loyalty, and misjudging it carries a steep cost.


Sources: TechRadar – Main Feed

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