This week, fragmentation is coming back into the conversation as pressure to create a connected, decision-ready view of the customer increases.
CX organizations that rely on behavioural signals, feedback, operational data, research, and user-generated content into a broader intelligence layer are considered leaders during this week.
CX Today spoke with Jochem van der Veer, CEO of TheyDo, earlier this week about how AI cannot compensate for fragmented context.
“Most enterprises don’t necessarily have an AI quality problem," he notes.
"The models are pretty good. But they have a decision-making problem.”
Conversational AI is also becoming the interface through which employees and customers access that intelligence to compare evidence and receive recommendations in natural language.
However, the standard for insight tools continues to rise as answers must be grounded in current, governed data, with clear evidence and traceability behind recommendations. Faster answers do not automatically make for better decisions.
Brands must now understand not only what customers do on their own properties, but how they appear in AI-generated answers, what evidence consumers use to validate those answers, and where confidence breaks down.
Human judgement also continues to be a powerful factor, as new research reveals that 76% of shoppers want customer photos or videos and 75% want written reviews before trusting an unfamiliar brand recommended by AI.
As Kiri Masters, retail analyst and podcast host of the Retail Breakfast Club, discussed with CX Today, customer hesitation is growing in alignment with AI hallucinations.
“AI might be making the introduction, but the brand still has to earn the trust at the end of the day,” she said.
The competitive advantage will come from connecting the right signals, making recommendations explainable, and ensuring that automated insight still leads to consistently better outcomes.
Salesforce Agrees to Acquire Listen Labs
After weeks of speculation, Salesforce’s confirmed acquisition of Listen Labs signals that customer research is becoming a more embedded part of the enterprise customer-data and action stack.
The announcement follow the AI startup's decision to scrap a planned $1.5BN Menlo Ventures funding round to reinforce its position in enterprise voice and agentic AI.
Rather than adding another feedback tool, this acquisition points toward faster customer discovery for Salesforce feeding directly into every customer journey decision point.
Aman Naimat, President of AI Labs at Salesforce, explained how this will enable Salesforce to enhance decision-making in CX.
“Listen Labs has reimagined customer experience, market research, and customer simulation with AI agents that can conduct meaningful research and uncover context behind customer and user feedback,” he said.
