中文

Latest news

Kohl's Customer Experience Optimization Shows Initial Results, but Overall Business Remains Under Pressure

Kohl's CEO Michael Bender stated during the first quarter fiscal 2026 earnings call that the company's improvements to the omnichannel experience are reducing customer friction and enhancing consistency. Despite digital sales growing 4%, comparable sales decreased 1.1% year-over-year, with net sales falling to $3 billion, indicating ongoing pressure on business recovery.

Strategy
What CX leaders need to know about Gen Alpha’s influence

PwC research shows that Generation Alpha (about 1 in 4 children place orders independently, and 97% make autonomous decisions at least sometimes) is reshaping household purchasing processes. Customer experience leaders need to redesign strategies to support parent-child collaborative decision-making and focus on digital discovery scenarios.

Personalization
Your data infrastructure was built for campaigns. Now it needs to power conversation

When AI customer service knows nothing about customer history, and real-time conversation demands collide with overnight batch processing architectures, enterprises face a paradigm crisis in data infrastructure. Qualtrics data shows that AI customer service has a failure rate nearly four times that of other AI applications, with 88% of organizations having deployed AI, but only about one-third achieving true scale. This article provides an in-depth analysis of the transformation logic from 'customer data platforms' to 'contextual data platforms,' pointing out that enterprises need to build a real-time data layer to support conversational experiences while retaining their existing CDPs.

Data & Analytics
Duolingo improves free user experience to drive word of mouth referrals

Duolingo co-founder and CEO Luis von Ahn said during the Q1 2026 earnings call that the company drives word-of-mouth referrals and retention by improving the free user experience. New features include speaking tokens, flashcards, and speaking adventures, covering both free and paid subscriptions. Daily active users grew 21% year-over-year to 56.5 million, and paid subscribers grew 21% year-over-year to 12.5 million.

Personalization
Shoppers say they’ll share data with retailers — but they want to see a payoff

Survey data released by Dunnhumby on Wednesday shows that most consumers are open to retail media influencing their grocery shopping decisions and are most likely to respond to tailored messages based on their shopping behavior. About 70% of respondents trust personalized product recommendations based on previous purchases, but only 30% trust recommendations based on 'similar people.' Consumers hold positive attitudes toward technologies like personalized pricing that offer tangible benefits, but find emerging technologies such as agentic shopping 'intrusive or unnecessary.'

Data & Analytics
Maryland bans dynamic pricing

The Maryland General Assembly passed the Anti-Predatory Pricing Act, aiming to prohibit food retailers and third-party delivery services from using consumers' personal data for dynamic pricing. The bill has been submitted to Governor Wes Moore for signature, and if enacted, Maryland would become the first state in the nation to ban such practices. However, consumer advocacy groups point out that the bill contains exemption clauses and enforcement loopholes that may weaken its actual effectiveness.

Personalization
Banks’ CX matters when it comes to stock performance, study finds

The latest research by Watermark Consulting indicates that from 2016 to 2024, national banks rated by JD Power as leaders in customer experience achieved cumulative total stock returns of 251%, compared to only 104% for laggards. Experts suggest banks start improving experience by addressing 'low-hanging fruit' such as long wait times and opaque fee disclosure.

Data & Analytics
How T-Mobile shifted its mentality around behavioral data

T-Mobile has long been customer-centric, but in optimizing its digital experience, it once overlooked behavioral data and relied too heavily on surveys. Senior Consumer Insights Manager Carly Rintisch drove cross-departmental collaboration, combining behavioral data with survey data, and adjusted the survey language style, reducing survey length from 10 minutes to 2 minutes. With Qualtrics AI, the team was able to precisely identify pain points such as difficulty finding benefit activation information, and drove website content optimization.

Data & Analytics
MLB Upgrades Personalized Fan Communication Strategy with Automation and Data-Driven Insights

MLB announced a deepened collaboration with Adobe, building on the data integration foundation from 2021, introducing tools such as GenStudio, Firefly Services, and LLM Optimizer to help the league and its 30 teams rapidly generate and deploy precise marketing content. The new features will roll out gradually this season, aiming to adapt to the shift in fan engagement methods in the era of social media and AI.

Personalization
Why knowledge management is a prerequisite to AI deployment

AI deployment is forcing enterprises to confront knowledge management issues they have long avoided. Experts point out that uncleaned knowledge bases can cause AI to deliver incorrect information to customers, damaging trust. Enterprises need to resolve data cleaning and integration issues before vectorization, and establish governance mechanisms and human fallback strategies.

Data & Analytics

Our partners