
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
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Core System Data Ingestion Build
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Real-Time Event Integration Implementation
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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
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Enterprise Workflow Orchestration Modernization
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Batch Dependency Automation Implementation
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Failure Recovery Workflow Engineering
Operating Data Delivery
CI/CD, testing, monitoring, and release management for data pipelines and applications.
Typical engagements
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Data CI/CD Pipeline Implementation
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Automated Data Testing Framework
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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
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dbt Transformation Framework Build
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Curated Data Product Development
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Legacy ETL Pipeline Modernization
Standing Up Modern Data and AI Platforms
Cloud platforms engineered for performance, cost, and scale.
Typical engagements
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Snowflake Platform Foundation Build
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Cloud Warehouse Performance Tuning
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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
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Production ML Pipeline Deployment
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Governed AI Agent Implementation
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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.
Scaling Snowflake Adoption with Governance
Case Study
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

