AWS + Caelus: Accelerating Cloud‑Native AI
Unified value engineering, data platform modernization and governed MLOps so enterprises realize measurable outcomes faster on AWS.
Architecture & Execution Pillars
Integrated pillars compress cycle time from ingestion to productionized AI while embedding governance & cost efficiency.
Lakehouse & Data Products
Modern ingestion, incremental processing & semantic models on S3, Glue, Lake Formation & Redshift.
GenAI & Applied ML
Rapid LLM prototyping, retrieval augmentation & specialty models using Bedrock, SageMaker & vector stores.
Governed MLOps
Reusable pipelines, automated model evaluation & lineage with SageMaker Pipelines & CodePipeline integration.
Security & Responsible AI
Policy‑as‑code guardrails, data masking, bias checks & monitoring aligned to regulatory frameworks.
Cost & Performance
Right‑sizing, Spot & Graviton optimization, usage analytics & FinOps dashboards for sustainable scale.
Adoption & Enablement
Playbooks, templates and co‑delivery model accelerating team capability and production readiness.
Composable AWS AI & Data Platform Blueprint
A modular blueprint aligning ingestion, feature / vector management, model lifecycle and observability around secure multi‑account foundations.
- Streaming + batch ingestion with Glue, MSK & Lambda
- Unified lake catalog & row/column security (Lake Formation)
- Feature & embedding stores with DynamoDB / OpenSearch
- LLM orchestration / RAG via Bedrock + custom endpoints
- Observability: CloudWatch, OpenTelemetry, lineage tracking
Reusable Assets & Tooling
Battle‑tested patterns shrink lead time from initial use case to governed production deployment.
Value Sprint Playbook
2–4 week framing methodology: value model, architecture slice, backlog, KPIs.
GenAI RAG Starter
Template repo: ingestion pipelines, embedding generation, retrieval adapters, evaluation harness.
MLOps Pipeline Templates
CI/CD + IaC patterns: data quality gates, model tests, bias checks & promotion workflows.
Impact Benchmarks
Representative improvements from recent enterprise engagements.
3
Faster Use Case Throughput
45
Governance Maturity Lift
28
Run-Rate Cost Reduction
500
Enterprise Clients
Plan Your AWS AI Value Sprint
Assess current estate, surface quick wins & define a sequenced 90‑day roadmap.