Executive Summary

Key Takeaways

Customer interaction analytics has evolved from contact center reporting and sampled quality monitoring into systems that continuously analyze interactions and trigger operational actions. Enterprises expect analytics to explain customer intent, friction and outcomes while connecting interaction patterns to business performance. AI, GenAI, multimodal models, agentic capabilities and stronger governance are accelerating the shift from retrospective dashboards toward governed, action-oriented decision systems.

Software Provider Summary
The ISG Buyers Guide™ for Customer Interaction Analytics evaluates 37 software providers offering products supporting interaction analytics, customer and journey insights, automated quality and AI-enabled analysis. The research ranked the top three overall as NiCE, Verint and Salesforce. Content Guru, Dialpad, Five9, Genesys, Google Cloud, Microsoft, NiCE, RingCentral, Salesforce, Sprinklr, Talkdesk, Twilio, UJET, Verint, Zendesk and Zoom were rated Exemplary, with 8x8, AWS and Cisco rated Innovative. Diabolocom, Exotel, Puzzel and Zoho were rated as providers of Assurance, and Alvaria, Avaya, Bright Pattern, Call Center Studio, CallMiner, GoTo, Intermedia, LivePerson, Mitel, net2phone, Nextiva, Odigo, Sinch and Vonage were rated providers of Merit.

Product Experience Insights
Product Experience, representing 80% of the evaluation, focuses on Capability (50%) and Platform (30%), including adaptability, manageability, reliability and usability. NiCE, Verint and Genesys were the Product Experience Leaders. Performance reflects requirements spanning knowledge management, interaction analytics, AI governance and model operations, data and integrations, and security, alongside enterprise platform capabilities.

Customer Experience Value
Customer Experience, representing 20% of the evaluation, focuses on validation and TCO/ROI. NiCE, Salesforce, Verint and Content Guru were the Customer Experience Leaders and best communicate commitment and dedication to customer needs. Providers with lower performance may lack sufficient information demonstrating customer success, customer commitment or TCO/ROI value.

Strategic Recommendations
Enterprises should evaluate customer interaction analytics platforms according to the business questions and data sources they need to address. Assessment should prioritize transcription and classification accuracy, multichannel integration, analytical depth, workflow activation, AI transparency, security and governance. Organizations should also test representative interaction data, connect findings to verified business outcomes and assess data portability, production-scale economics and governance of virtual and agentic systems.

 

The Findings

The software providers and products evaluated in this research offer product and customer experiences, but not every feature is equally valuable to every enterprise or is needed to support the relevant business processes and use cases. Moreover, having too many product capabilities may be a negative factor for an enterprise if it introduces unnecessary complexity. Nonetheless, you may decide that a more comprehensive set of capabilities is important and meets your enterprise’s requirements.ISG_BG_Customer_Interaction_Analytics_Overall_2026

An effective customer relationship with a software provider is vital to the success of any investment. The overall customer experience and the full lifecycle of engagement play a key role in ensuring satisfaction and long-term success. Providers with dedicated customer leadership, such as chief customer officers, tend to invest more deeply in these relationships and prioritize customer outcomes in line with TCO and ROI expectations. It is equally important that this commitment to customer success is evident throughout the provider’s website, the buying process and the customer journey.

Overall Scoring of Software Providers Across Categories

The research finds NiCE atop the list, followed by Verint and Salesforce. Providers that place in the top three of a category earn the designation of Leader. NiCE has done so in five categories, Genesys in four, Verint and Salesforce in three and Content Guru in one category.

About the authors

Keith Dawson

Keith Dawson

Keith leads the expertise in Customer Experience (CX), covering applications and technology that facilitate engagement to optimize customer-facing processes. His focus areas include: agent management, contact center and voice of the customer and technology in marketing, sales, field service and applications such as digital commerce and subscription management. Keith’s specialization is in natural language and speech tools with intelligent virtual assistants, multichannel routing and journey management, and the wide array of customer analytics. He is focused on how businesses can break down technology and operational silos to provide more efficient processes for two-way engagement with customers. Keith has been an industry analyst for more than a decade and prior was the editorial director of Call Center Magazine. There he pioneered coverage of cloud-based contact centers, speech recognition and processing, and the shift from voice to multichannel communications. He is a graduate of Amherst College.
Robert Kugel

Robert Kugel

Rob heads up the CFO and business research focusing on the intersection of information technology with the finance organization and business. The financial performance management (FPM) research agenda includes the application of IT to financial process optimization and collaborative systems; control systems and analytics; and advanced budgeting and planning. Prior to joining Ventana Research he was an equity research analyst at several firms including First Albany Corporation, Morgan Stanley, and Drexel Burnham, and a consultant with McKinsey and Company. Rob was an Institutional Investor All-American Team member and on the Wall Street Journal All-Star list. Rob has experience in aerospace and defense, banking, manufacturing and retail and consumer services. Rob earned his BA in Economics/Finance at Hampshire College, an MBA in Finance/Accounting at Columbia University, and is a CFA charter holder.