Data & AI Pipeline Engineering on AWS & Databricks for Regulated

Production-grade, audit-ready data and AI pipelines for US-regulated enterprises.

Kriv AI delivers medallion data platforms for US-regulated enterprises in healthcare, financial services, insurance, and life sciences with typical revenue between $500M and $10B. As an AWS Select Tier Services Partner, Databricks partner, and Anthropic Claude Partner Network member (approved April 2026), we engineer data platforms that are governed, reproducible, and defensible to regulators and internal audit from day one.

Methodology: Medallion architecture

• Bronze ingests raw source-of-truth data with full lineage and immutable audit logs.

• Silver conforms, deduplicates, validates, and quality-gates data using declarative contracts.

• Gold exposes governed, role-filtered marts and feature stores for BI, analytics, and ML.

Every layer is built with policy-as-code access controls, column- and row-level security, PHI/PII/PCI tokenization, and end-to-end lineage that holds up under HIPAA Security + Privacy Rules, 21 CFR Part 11, HITRUST CSF v11.2 AI Security, NIST AI RMF 1.0, ISO/IEC 42001:2024, SOC 2 Type II, EU AI Act Article 10, GDPR, Gramm-Leach-Bliley, and PCI DSS v4.0 review.

Two deployment options — customer choice

• AWS-native: Amazon S3, AWS Glue, AWS Lake Formation, Amazon Redshift, Amazon Athena, Amazon SageMaker + AWS KMS, CloudTrail, Config for encryption and evidence capture.

• Databricks-on-AWS: Delta Lake, Unity Catalog, Delta Live Tables, MLflow, Databricks SQL, deployed into the customer AWS account with private networking + customer-managed keys.

We help you pick the right stack for your workload profile, team skill set, regulatory posture, and 5-year TCO — and we document the decision with a defensible architecture record. No vendor lock-in.

Three fixed-scope, fixed-price tiers

• Tier 1 — Assessment + Target Architecture Design (6 weeks, $50,000). Current-state audit, regulatory gap analysis, reference architecture, medallion data contracts, governance model, implementation roadmap, build-vs-buy recommendation, AWS-native vs Databricks-on-AWS decision with 5-year TCO model.

• Tier 2 — Medallion Implementation (8 weeks, $100,000). Production Bronze + Silver layers, 3–5 priority Gold marts, CI/CD, observability, lineage, access controls, runbook, operational handover. Choose AWS-native OR Databricks-on-AWS variant.

• Tier 3 — Enterprise Data Platform (12 weeks, $200,000). Full medallion platform, feature store, ML pipeline pattern (MLflow or SageMaker), DataOps framework, FinOps guardrails, disaster recovery, audit evidence package, enablement for up to 10 internal engineers. AWS-native or Databricks-on-AWS variant.

Industry use cases

• Healthcare: X12 837 claims + HL7/CCDA clinical → FHIR normalization → Gold Patient-360 → risk models.

• FSI: Core banking transactions → medallion → AML/fraud feature marts → graph + gradient-boosted fraud ML.

• Insurance: Policy + claims + telematics → medallion → underwriting features → severity/frequency pricing + SIU fraud scoring.

• Life Sciences: CDISC SDTM trial data → medallion → safety signal detection + regulatory submission marts.

Infrastructure and licensing costs — important

Infrastructure and licensing costs are not included. Customers pay AWS directly for all AWS consumption (S3, Glue, Redshift, SageMaker, Athena, KMS, CloudTrail, networking, etc.). Customers pay Databricks directly for all DBU consumption, Unity Catalog, and Databricks platform licensing on engagements using Databricks-on-AWS. Kriv AI fees cover professional services only. We help you forecast and FinOps-model both AWS and DBU spend during Tier 1 so there are no budget surprises. Kriv AI provides engineering methodology only — not legal, regulatory, clinical, or compliance-attestation advice. Customer is solely responsible for its own BAA with AWS, regulator engagement, and ongoing platform operations post-handoff.

Get started. Contact info@kriv.ai  or +1 732 433 5564. Most engagements kick off within 2–3 weeks of contract signature