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Home Technology

Contact Centers Racing to Deploy AI Are Tripping Over Their Own Data, Report Finds

mikegibb by mikegibb
July 10, 2026
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The contact center industry has moved past asking whether to deploy artificial intelligence. The harder question now is whether organizations are actually ready for what they have already bought. That is the takeaway from a new report from technology analyst firm Valoir, which surveyed more than 150 contact center and customer service managers across North America and conducted follow-up interviews with leaders in North America and Europe.

The big picture: More than 95% of organizations are running at least one AI or automation capability in customer service. Copilots that assist human agents lead adoption at roughly 55%, followed closely by knowledge search at 54%, traditional chatbots at about 48%, and automated case summarization at 45%. Fully autonomous AI agents, however, have been adopted by fewer than 10% of organizations, a sign that most operations remain wary of letting AI resolve customer interactions without a human in the loop.

Valoir describes the industry’s mindset as having shifted from FOMO, the fear of missing out, to FOMU: the fear of messing up.

The data problem: The single biggest obstacle to AI agent adoption is not the technology. Roughly 30% of respondents cited data integration as their top hurdle, ahead of cost at 27%, technology limitations at 24%, and trust at 17%. Only 35% of organizations said their knowledge bases are ready to support AI, meaning nearly two-thirds of leaders are deploying AI on a foundation they admit is not fully prepared. In a related Valoir study, 87% of contact center leaders said a 360-degree view of the customer is unattainable, even after stitching together an average of 20 application integrations.

The workforce impact: The staffing consequences are no longer hypothetical. Nineteen percent of organizations have already reduced customer service headcount because of AI, and another 22% plan to do so within the next year, meaning roughly four in 10 operations are actively shrinking or about to shrink their agent workforce. The jobs that remain are being redefined: 34% of organizations are revising agent skill requirements and wage bands, and 30% are changing key performance metrics as measures like average handle time lose relevance. Yet only 20% are overhauling compensation structures, suggesting pay has not caught up with the higher-complexity work now being asked of human agents.

Read the report

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