Data Design for AI Adoption with Microsoft Fabric
Overview
The success of AI initiatives heavily depends on the quality and accessibility of data. Many organizations face challenges in implementing AI solutions due to data inadequacies and governance issues. Delays in AI implementation often arise due to AI models lacking the necessary parameters for accurate predictions. Additionally, high costs and the risks associated with privacy and compliance issues further complicate AI adoption.
Sonata’s Data Design for AI Adoption with Microsoft Fabric addresses these challenges by creating a unified data estate that:
- Accelerates AI use case development by 20-30% with a unified data platform for all data varieties, functions, and personas.
- Reduces time and effort in managing and governing data by 20%+, ensuring data security.
- Minimizes AI risks with centrally monitored and governed data quality, enabling responsible and reliable AI models.
OFFERINGS
Our 3-Layered Approach for AI-Ready Data Foundation
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Unified Data Governance & Quality processes
Fabric One security & governance- Fabric One security & governance
- Intelligent mastering & quality monitoring – using Gen AI
- Purview integration
- Data sensitivity classification
- Tailored encryption & masking
- E2E auditability
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Connected Data Mesh
Data Mesh Strategy – domain, BU, geographical marts- Data Mesh Strategy – domain, BU, geographical marts
- Connect with domain model & Sonata’s semantic connector
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Simplify & Unify datasets
Unified data with Fabric One Lake Simplified with virtual data mesh- Unified data with Fabric One Lake
- Simplified with virtual data mesh
Variety, Velocity & Efficient Scaling
- Structured & unstructured data integration
- External and internal data integration
- Real-time data streaming, reference
- Vector and graph data integration – Cosmos, others
Shortcuts, mirroring and partitioning
- Accelerate data engineering with intelligent automations
- Gen AI-based data mapping
- IntelliPipe – data pipeline automation
Sonata Advantage
Domain Data Model
Semantic Scenario Link
Fabric Security Extensions
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