SPARK Matrix™: Conversational AI for Intelligent Contact Center (ICC), Q4 2025

QKS Group's Conversational AI for Intelligent Contact Center (ICC) market research includes a comprehensive analysis of the global market in terms of emerging technology trends, market trends, and future market outlook. This research offers strategic insights for technology vendors to better understand the current market landscape, supporting their growth strategies; and for users to assess different vendors’ capabilities, competitive differentiation, and market position.

The research includes a detailed competition analysis and vendor evaluation with the proprietary SPARK Matrix analysis. The SPARK Matrix ranks and positions leading Commercial Loan Origination Systems vendors with a global impact. The SPARK Matrix includes analysis of vendors such as 8x8, Avaamo, Avaya, Balto, Cisco, Content Guru, Creative Virtual, Dialpad, Five9, Genesys, Kore.ai, NiCE Cognigy, SoundHound AI, Talkdesk, Vonage, Replicant.

According to Gaurav Kumar, Analyst at QKS Group, "Conversational AI for Intelligent Contact Center (ICC) is entering a transformative phase marked by the emergence of agentic AI which is capable of autonomous reasoning, planning, and execution with minimal human intervention. The market is moving beyond predefined intent based models towards adaptive AI agents that can interpret goals, access enterprise knowledge, and coordinate actions across diverse systems in real time. The integration of large language models (LLMs) with orchestration tools, context retention, and persistent memory is enabling these agents to evolve through continuous learning and contextual adaptation. As conversational intelligence, workflow automation, and analytics converge within unified platforms, contact centers are shifting from reactive support functions to proactive, intelligence driven operations where human and AI agents collaborate seamlessly. The strategic imperative for users now lies in instituting rigorous governance frameworks that ensure transparency, accountability, and control as these autonomous agents assume a growing role in operational and decision making processes.”

2025 Conversational AI for Intelligent Contact Center (ICC) SPARK Matrix
Source: QKS Group

Table of Contents

• Key Findings

• SPARK Image

• Vendor Profiles

• Market Definition & Capabilities

• Evaluation Criteria

• Research Methodologies

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