Architecture
AI Engineering
Data Platforms
Analytics
Outcomes
System Status: Operational

ENGINEERING THE
INTELLIGENCE LAYER

We architect the high-performance data substrates that power enterprise AI. From petabyte-scale ingestion to sub-millisecond inference.

Target State

AI IS THE
PRIMARY DRIVER.

Companies are racing to reinvent themselves by streamlining operations and delivering next-gen experiences.

Current State

NOT DATA
READY.

Pilots fail to scale. The bottleneck isn't the AI models but the legacy data substrates that can't support them.

The DAQ Architecture

BUILT FOR SCALE.

Modern Data Platform

Source Systems

source

Internal databases, external APIs, and IoT streams providing raw data ingestion.

REST / JDBC

Raw Layer

bronze

Immutable landing zone. Stores history in original format with append-only strategy.

Parquet / JSON

Curated Layer

silver

Cleansed, deduplicated, and validated data. Enforces enterprise schema and data quality.

Delta Lake

Semantic Layer

gold

Business-level aggregates and dimensional models optimized for high-performance querying.

Star Schema

Analytics & AI

serve

Dashboards, ML models, and downstream applications consuming trusted data products.

BI / API

Control Plane & Governance

Metadata Store

Relational DB

Orchestration Engine

Pipeline Runner

Processing Methodologies

Real-Time Streaming Architecture

Event-Driven • Low Latency • Delta Live Tables
INGESTIONSTREAM PROCESSINGIoT & LogsIoT / JSONEvent BrokerEvent HubsRaw StreamSpark StreamSilver StreamDelta LiveGold StreamMat. ViewLive DashSub-Second

CORE SYSTEMS

Lakehouse Engine

Unified storage layer supporting ACID transactions, scalable metadata handling, and unification of streaming and batch data processing.

Delta Lake / Iceberg
Z-Order Optimization
Schema Enforcement

Computational Mesh

Decentralized data architecture enabling domain-oriented ownership while maintaining federated computational governance.

Data Products
Self-Serve Infrastructure
Federated Querying

AI Foundry

End-to-end MLOps platform for feature engineering, model training, and low-latency inference serving.

Feature Store
Model Registry
Vector Embeddings

Governance Protocol

Automated policy enforcement engine ensuring compliance, security, and data quality across the entire estate.

Attribute-Based Access
Automated Lineage
PII Masking

DEPLOYED
SOLUTIONS

FINANCE

Real-Time Fraud Detection

< 10ms Latency

Stream processing pipeline analyzing millions of transactions per second to detect anomalies instantly.

RETAIL

Hyper-Personalization

360° Customer View

Unified customer data platform feeding real-time recommendation engines and marketing automation.

MANUFACTURING

Predictive Maintenance

IoT Streaming

Ingesting sensor telemetry to predict equipment failure and optimize supply chain logistics.

THE ENGINEERING PROTOCOL

01

Diagnostic & Blueprint

System architecture design and technical feasibility analysis.

02

Foundation Engineering

Infrastructure as Code (IaC) deployment and core pipeline construction.

03

Intelligence Layering

Implementation of advanced analytics, ML models, and serving APIs.

04

Operational Handoff

CI/CD integration, observability setup, and team enablement.