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M&S Consulting

DATABRICKS CONSULTING

Connect enterprise data to AI that serves the work.

Discuss your data & AI program

ENTERPRISE AI & INTEGRATION

Plan the connections between enterprise data and AI.

For commercial and federal teams evaluating Databricks, M&S brings enterprise integration and cloud architecture experience to platform selection, solution design, and technical validation.

Lakehouse architecture

Evaluate how structured records and unstructured content fit together. Map ingestion, transformation, quality, and access requirements before choosing the architecture and delivery scope.

Mosaic AI workflows

Explore retrieval, model serving, and agent development against representative business tasks. Use technical validation to examine answer quality, integration needs, and operating cost.

Governance with Unity Catalog

Plan permissions, lineage, and ownership across data and AI assets. Connect those controls to the enterprise identity model and the requirements of the intended workload.

Connect this work across your platforms

WHERE WE FIT

Start with the enterprise around the platform.

Databricks decisions reach beyond a database. They affect how information moves between systems, how people access it, and how AI applications are operated. M&S brings experience across enterprise applications, cloud engineering, security, and federal program delivery to those decisions.

Our Databricks work to date includes hands-on platform evaluation and solution planning. We help client teams and delivery partners validate the architecture, identify integration dependencies, and define a practical scope for the next stage.

DEFINE THE PROGRAM

Questions worth resolving together.

  • Which business workflows need data from multiple systems?
  • What belongs in the lakehouse, and what should stay at the source?
  • How will identity, lineage, and review requirements carry through to AI outputs?
  • What evidence will demonstrate that the architecture is ready for delivery?

The platform is part of a larger delivery challenge. We help connect data, applications, governance, and people so the architecture supports the program you need to run.

For commercial enterprises, federal teams, and delivery partners.

Discuss your data & AI program
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THE M&S FIELD NOTES

Better technology decisions start with better questions.

Get practical notes on AI, cloud, data, security, and enterprise transformation from the people doing the work.

Useful, not fluffy
Enterprise-focused
Written by practitioners

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Short notes for leaders making complex systems work.

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Let’s work through your data and AI architecture.

Share the program, integration challenge, or platform decision you are working on.

We can help define Databricks fit, validate the technical approach, and plan the enterprise integrations around it.