Quaeris
  • Docs
  • Pricing
  • About
Try for FreeBook a Demo
  • Core Capabilities
    • Agentic Query Engine
    • Semantic Layer
    • Governance & Lineage
    • Embedded Analytics
    Security & Control
    • Role-Based Access
    • Warehouse-Native
    • Audit Logs
  • By Team
    • Data Teams
    • Analysts
    • Executives
    By Use Case
    • Revenue & Operations
    • Product Analytics
    • Finance & Planning
    By Industry
    • Internal & External Audit
    • Insurance
    • Private Capital
    • Retail & CPG
    • Electric Cooperatives
    • Construction
  • Learn
    • Blog
    • Documentation
    • Webinars
    Proof
    • Case Studies
    • Customer Stories
    • Compare QuaerisAI
    • About Quaeris
  • Docs
  • Pricing
  • About
Try for FreeBook a Demo
Quaeris

Governed analytics your enterprise can trust.

Quaeris is agentic AI for analytics - a secure, governed platform where business users ask questions and AI agents return accurate, source-cited answers grounded in your semantic layer.

Company

  • About
  • How it works
  • Careers
  • Press

Platform

  • Agentic Engine
  • Semantic Layer
  • Governance
  • Security

Resources

  • Case studies
  • Compare QuaerisAI
  • Blog
  • Documentation
  • Webinars

Contact

  • Book a Demo
  • seek@quaeris.ai
  • LinkedIn
  • Twitter/X
© 2026 Quaeris. All rights reserved.PrivacyTerms
Skip to main content
Quaeris
  • Docs
  • Pricing
  • About
Try for FreeBook a Demo
  • Core Capabilities
    • Agentic Query Engine
    • Semantic Layer
    • Governance & Lineage
    • Embedded Analytics
    Security & Control
    • Role-Based Access
    • Warehouse-Native
    • Audit Logs
  • By Team
    • Data Teams
    • Analysts
    • Executives
    By Use Case
    • Revenue & Operations
    • Product Analytics
    • Finance & Planning
    By Industry
    • Internal & External Audit
    • Insurance
    • Private Capital
    • Retail & CPG
    • Electric Cooperatives
    • Construction
  • Learn
    • Blog
    • Documentation
    • Webinars
    Proof
    • Case Studies
    • Customer Stories
    • Compare QuaerisAI
    • About Quaeris
  • Docs
  • Pricing
  • About
Try for FreeBook a Demo
Case study

CRM SaaS

  • Industry: Events Management Software Product: CRM Platform
01challenge

The Challenge

An events management CRM provider invested heavily in dashboard development. The goal was clear. Give customers insight into pipeline, attendance, and performance.

But adoption stayed low.

Users found the dashboards hard to use. Navigation was confusing. Finding answers took too many clicks.

As a result, engagement dropped. Dashboards became a cost center, not a value driver.

02solution

The Approach

The company introduced QuaerisAI search in its latest release.

A GPT like search bar was embedded directly into the CRM experience. Users could ask questions in natural language.

They could also:

  • Get instant answers
  • Pin results into personal pinboards
  • Build their own views without building dashboards

The interaction model shifted from navigating dashboards to asking questions.

03results

The Outcome

User adoption increased across the platform.

Customers engaged more often with their data. They spent less time searching and more time acting.

Dashboards became easier to use because users no longer had to manage them.

04results

The Impact

The CRM provider delivered clearer insights at a lower cost.

Dashboard development slowed. Support requests dropped. Customer satisfaction improved.

Most importantly, users trusted the system again. The CRM became a place for answers, not friction.

See how Quaeris unified metrics and cut time-to-insight.

Talk to a Quaeris solutions engineer. We'll walk through your warehouse setup, your governance requirements, and show you a live governed answer - against your own data schema if possible.

Book a DemoTry for Free
Quaeris

Governed analytics your enterprise can trust.

Quaeris is agentic AI for analytics - a secure, governed platform where business users ask questions and AI agents return accurate, source-cited answers grounded in your semantic layer.

Company

  • About
  • How it works
  • Careers
  • Press

Platform

  • Agentic Engine
  • Semantic Layer
  • Governance
  • Security

Resources

  • Case studies
  • Compare QuaerisAI
  • Blog
  • Documentation
  • Webinars

Contact

  • Book a Demo
  • seek@quaeris.ai
  • LinkedIn
  • Twitter/X
© 2026 Quaeris. All rights reserved.PrivacyTerms