SPARK Matrix™: Enterprise AI Search, Q4 2025

Independent analyst evaluation of the leading Enterprise AI Search platforms, including why Sinequa by ChapsVision is recognized as a Leader. 

  • Understand the Enterprise AI Search market landscape
  • Compare vendors, strengths, and differentiation
  • Validate shortlists with independents 3rd-party analyst insights   

Get complimentary access to the full SPARK Matrix™ report today. 

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The Analyst Perspective

The Spark Matrix®: Enterprise AI Search (Q4 2025) by QKS Group provides an objective, side‑by‑side evaluation of leading enterprise AI search vendors such as Glean, Coveo, and others.

What the Report Covers:

  • Market overview and competitive landscape
  • Vendor positioning and comparative analysis
  • Evaluation of AI capabilities, architecture, and maturity
  • Focus on enterprise readiness, governance, and scalability 

Who Should Read This Report:

  • CIOs, CTOs, and Chief Data Officers
  • AI, Data, and Digital Transformation leaders
  • Enterprise architects evaluating AI search platforms
  • Buyers building shortlists or validating final decisions 
Spark-Matrix

Why Sinequa Is Recognized as a Leader

Sinequa by ChapsVision has been recognized as a Leader in the SPARK Matrix™: Enterprise AI Search, Q4 2025, published by QKS Group. This recognition reflects a strong focus on innovation within the Sinequa platform, customer value, and the real-world impact of AI-powered search as a foundation for the agentic enterprise.

According to QKS Group, Sinequa differentiates through:

  • Depth and maturity of its Enterprise AI Search platform
  • Strong hybrid retrieval combining symbolic and neural search
  • Enterprise-grade explainability and governance
  • A clear evolution from search to agentic AI outcomes
This recognition validates Sinequa’s ability to support complex, regulated enterprise environments and enable trusted agentic AI use cases. 
ChapsVision differentiates itself through the depth and maturity of its Sinequa platform, which combines hybrid retrieval... with enterprise-grade explainability and governance. The addition of ChapsAgents extends this foundation beyond search into actionable, agent-driven outcomes.

Amandeep Singh Khanuja Practice Director at QKS Group

Why Leading Enterprises Choose Sinequa:

  • Enterprise-grade AI search with organizational knowledge at its core (not consumer AI tools)
  • Proven deployments at global scale
  • Designed for regulated environments 
  • Clear path from search to agentic AI 
Sinequa goes beyond keyword search enabling trusted AI across your enterprise. 

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Access the Spark Matrix® Enterprise AI Search report and evaluate vendors with confidence.