Overview
Industry Enterprise
Technology
Region
United States
Company Size
1000+
Featured Solution
AI Query Engine, CRM Insights, Azure Integration
Introduction
The client, a forward-thinking enterprise, sought to improve visibility into sales data, invoice trends, and public signals by tapping into their Microsoft Dynamics 365 ecosystem. Their goal was to unify multiple data sources, minimize the need for repetitive prompt clarification, and generate structured, real-time insights via a secure, user-friendly experience. Grazitti’s experts developed a powerful AI-driven solution that integrated Dynamics 365, Azure AI Search, and public data feeds, delivering intelligent responses with precision, clarity, and personalization.
The Context
The client’s existing CRM data held rich insights but lacked the infrastructure to surface them efficiently. They needed a solution that could interpret complex queries, deliver structured results instantly, and incorporate external public information, all without overwhelming the user with disjointed outputs. Furthermore, secure access through Single Sign-On (SSO) and consistency in formatting were critical to meet internal governance and usability standards.
Business Challenges
Data Filtering Precision
Targeting relevant tables in Microsoft Dataverse while eliminating irrelevant data noise.
Prompt Chaining Avoidance
Reducing the need for multiple follow-up queries due to vague user input.
Google Feed Topics Integration
Merging public topic feeds while differentiating them from CRM/internal data.
SSO Authentication Complexity
Integrating secure identity-based access via Azure Active Directory while personalizing results.
The Solution
Grazitti’s team built and implemented a cohesive AI query engine with the following key capabilities:
- Advanced Data Filtering
- Used precise instructions to extract only relevant knowledge from CRM and invoice datasets.
- Retrieved specific records like email-only fields to remove data clutter.
- Prompt Clarity & Single-Step Response Logic
- Enabled context-aware query responses to eliminate repeated clarifications.
- Delivered actionable insights in one interaction with no prompt chaining.
- Public + Private Data Integration
- Integrated Google Search API for real-time topic retrieval.
- Maintained source separation logic to distinguish public feeds from internal CRM and invoice data.
- Standardized Output Templates
- Implemented structured bullet-point responses for ease of readability.
- Avoided paragraph-style outputs to reduce cognitive overload.
- Secure SSO Authentication
- Integrated Azure AD for SSO-based authentication.
- Ensured that insights were user-specific, secure, and personalized.
The Outcome
The client gained a holistic view of CRM trends, invoice summaries, and relevant public updates through a single, intelligent interface. Structured responses eliminated confusion, while seamless data fusion and authentication elevated security and personalization.
The Highlights
92%
Reduction in irrelevant data retrieval in Microsoft Dataverse.
80%
Faster user comprehension due to structured formatting
3x
Boost in insights via CRM + Google Search topic integration
100%
Compliance via Azure AD authentication & access control
The Conclusion
This solution demonstrates how AI-powered query systems, when designed with precision and clarity, can unlock transformative insights from CRM and public data. Grazitti enabled the client to reduce manual effort, improve decision-making, and elevate sales efficiency through secure, intelligent, and structured responses.
Our Resources
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