Azure + Caelus: Modern Data & Responsible AI
Composable architectures leveraging Azure Fabric, Synapse, Databricks & OpenAI with embedded governance and FinOps.
Architecture & Execution Pillars
Unified data foundation, responsible AI and accelerated delivery across Azure services.
Fabric & Lakehouse
End‑to‑end ingestion, Delta Lake, medallion zones & semantic layer optimization.
Azure OpenAI & ML
RAG patterns, evaluation harness, safe deployment & monitoring with Azure ML & OpenAI.
MLOps & DataOps
Pipelines, model registry, drift detection & quality gates across environments.
Security & Compliance
RBAC, PIM, managed identities, encryption & data loss prevention controls.
FinOps & Performance
Workload right‑sizing, cost attribution, auto‑scaling & usage optimization dashboards.
Adoption & Enablement
Blueprints, workshops & co‑delivery model building internal capability quickly.
Unified Azure Data & Responsible AI Blueprint
A layered blueprint connecting ingestion, governance, AI services and experience delivery with observability.
- Event & batch pipelines with ADF, Event Hub & Data Factory
- Fabric / Synapse lakehouse & Delta optimization
- LLM orchestration & retrieval via Azure OpenAI + Vector DB
- Managed feature store & model registry (Azure ML)
- Responsible AI dashboards & lineage tracking
Reusable Assets & Tooling
Frameworks and templates compress time-to-value with embedded governance.
Value Sprint Playbook
2–4 week discovery: value model, blueprint slice & adoption plan.
RAG Starter Kit
Data prep, embeddings, retrieval adapters & evaluation harness.
MLOps Templates
CI/CD pipelines, policy checks, drift detection & promotion workflows.
Impact Benchmarks
Representative improvements from enterprise Azure programs.
3
Faster Use Case Throughput
42
Governance Maturity Lift
30
Run-Rate Cost Reduction
500
Enterprise Clients
Run an Azure AI Readiness Sprint
Surface near-term wins & align a sequenced roadmap with responsible AI and FinOps controls.