top of page
page-header_background.jpg

Applied Engineering Service Line

Engineer the Insurance Data Systems That Scale Analytics and AI

PremiumIQ helps insurers design, build, and operationalize scalable data systems that turn raw insurance data into governed, reusable products for reporting, analytics, and AI.

We work with CDOs, enterprise architects, data engineering leaders, and cloud platform leaders to build reliable pipelines, modern platforms, and production-ready AI systems.

What We Do

Acquiring and Integrating Data

Reliable, scalable movement across systems, environments, and organizational boundaries.

Typical engagements

  • Core System Data Ingestion Build

  • Real-Time Event Integration Implementation

  • Third-Party Data Pipeline Automation

Automating and Orchestrating Workflows

Data workflows with the reliability of production software. Loads that finish, failures that self-recover, schedules that hold.

Typical engagements

  • Enterprise Workflow Orchestration Modernization

  • Batch Dependency Automation Implementation

  • Failure Recovery Workflow Engineering

Operating Data Delivery

CI/CD, testing, monitoring, and release management for data pipelines and applications.

Typical engagements

  • Data CI/CD Pipeline Implementation

  • Automated Data Testing Framework

  • Production Data Release Controls

Transforming Data Into Products

Tested, resilient pipelines that turn raw data into curated data products. Data your analysts and actuaries build on without the need to re-check the numbers.

Typical engagements

  • dbt Transformation Framework Build

  • Curated Data Product Development

  • Legacy ETL Pipeline Modernization

Standing Up Modern Data and AI Platforms

Cloud platforms engineered for performance, cost, and scale.

Typical engagements

  • Snowflake Platform Foundation Build

  • Cloud Warehouse Performance Tuning

  • Cost-Aware Platform Scaling

Delivering AI, ML, and Agentic Systems

Production-grade AI workflows engineered for compliance, accuracy, and operational control. Audit-ready outputs backed by verifiable data lineage.

Typical engagements

  • Production ML Pipeline Deployment

  • Governed AI Agent Implementation

  • Audit-Ready AI Workflow Build

Capabilities

The Applied Engineering service line helps carriers ingest and transform data, modernize platforms, automate delivery, orchestrate workflows, and operationalize AI at scale.

Our Work

Case Studies

Learn how PremiumIQ helps carriers bring structure, alignment, and execution discipline to complex data initiatives. 

Case Study

Modern Data Pipelines Enterprise-Scale Data Pipelines

See how a national insurer modernized legacy pipelines using dbt and Snowflake to improve scalability, automation, governance, and analytics delivery across teams.

See how a global P&C insurer built a Snowflake Center of Excellence to improve cost transparency, optimize performance, and scale platform adoption with confidence.

Scaling Snowflake Adoption with Governance

Case Study

Case Study

Scaling Insurance Analytics with Palantir

How Palantir and Snowflake helped a commercial insurer unify fragmented data and scale trusted analytics across underwriting, risk, and operations.

Insights and Thought Leadership

Related Service Lines

Connected Capabilities for Reliable Data Systems Delivery

Engineering delivers more value when architecture, governance, and analytics guide how data is built, controlled, and used.

Information Architecture

For clients that need target designs, domain models, and integration patterns to guide scalable engineering delivery.

Security & Governance

For clients that need quality, protection, lineage, and AI controls embedded directly into data systems and workflows.

Intelligence & Insights

For clients that need reliable BI products, semantic models, and production-ready analytics experiences.

Service Line Leader

Shanth Gopalswamy

“We help carriers replace brittle data processes with resilient, automated systems that can support reporting, analytics, and AI at production scale.”

Shanth Gopalswamy - Applied Engineering Leader

Shanth Gopalswamy.png

Ready to build reliable data systems that power critical decisions?

Talk with PremiumIQ about how to build and operate reliable data platforms, pipelines, and AI systems that perform at production scale.
Logo

Follow Us On LinkedIn

  • LinkedIn

159 North Sangamon Street

Suite 200

Chicago, IL 60607

(312) 767-2580

iq@premiumiq.com

© 2026 PremiumIQ LLC

bottom of page