A Modern Approach to IT Consulting: Unifying Intelligence with the Data Lakehouse

by Lee S. Gliddon III, Executive Vice President at Knowledge Relay, Inc.

Nuclear power plants do not suffer for lack of data, but they often struggle because critical information is scattered across systems, vendors, and formats making it hard to trust, govern, and act upon.

Knowledge Relay’s KR Data Lakehouse® (part of our Solution-as-a-Service model) was built specifically to solve this problem for nuclear operators—combining our four decades of domain expertise with modern data architecture, AI, and secure deployment all inside your own environment.

Why Traditional IT Consulting Falls Short for Energy Organizations

Most IT consulting firm focus on stitching together existing systems, which may temporarily move data but rarely creates a durable, governed “single source of truth.”

Nuclear fleets feel this every day in:

• Siloed data across EAM, work management, scheduling, finance, and vendor tools, leading to slow decisions, conflicting reports, and manual reconciliation.
• Legacy architectures that cannot handle high-volume sensor feeds, unstructured documents, and advanced analytics requirements without brittle, expensive pipelines.
• Project Controls and outage teams spending hours debating which numbers are “right” instead of executing safely and efficiently.

Knowledge Relay takes a different approach. We design and operate the underlying data foundation for nuclear operations, then layer proven analytics, dashboards, and AI use cases on top—so your teams work from one unified set of trusted metrics across the fleet.

The Value of Data Lakehouses

The KR Data Lakehouse merges the structured discipline of a data warehouse with the flexibility of an unstructured data lake tailored to nuclear plant realities from online operations through complex outage cycles. For example:

• Unified architecture for all data types—time-series sensor logs, JSON and XML, work orders, cost data, risk registers, images, and documents can coexist in a single governed platform.
• Centralized metadata and governance—business rules, calculations, and data definitions are standardized once and reused, eliminating duplicate pipelines and “spreadsheet sprawl.
• Automated ETL and scheduling—plant metrics refresh on a defined cadence (or in near real time) so you see consistent KPIs during both online operations and outages without manual effort.

By consolidating data, metadata, and governance, the KR Data Lakehouse drastically cuts reconciliation effort and reduces discrepancies between engineering, Project Controls, and executive reporting—freeing teams to focus on performance and operations.

Data Lakehouses Built for Nuclear Use Cases

KR Data Lakehouse is not a generic platform; it is designed around high-value nuclear applications that demand trustworthy, integrated data to deliver:

• Safety monitoring—consolidate reactor, system, and environmental metrics into real-time dashboards and alerts, with historical context for trend analysis and regulatory reporting.
• Predictive maintenance—combine sensor histories, equipment records, and work management data to anticipate failures, optimize PM strategies, and extend asset life while supporting ALARA and reliability goals.
• Outage execution and Project Controls
  • Integrate Primavera, Maximo/SAP PM, cost systems, and field data so planners, schedulers, and finance teams work from a single plan-of-record for scope, schedule, and cost.
  • Support burn-down curves, resource histograms, AP928 metrics, and earned value analytics from the same governed dataset, improving on-time, on-budget performance.
• AI-driven forecasting and optimization—apply machine learning and LLMs to forecast schedule risk, cost variance, resource constraints, and what-if scenarios based on your actual plant history and fleet patterns.

And because the architecture is shared, new use cases can be added incrementally without spinning up separate data stacks or one-off integrations for each initiative.

Security First to Ensure Data Sovereignty

For nuclear operators, innovation is necessary but never at the expense of security and compliance.

Knowledge Relay’s solutions are engineered to keep your data completely in your control:

• Deployed in your environment—all KR solutions, including the Data Lakehouse and AI workloads, run entirely within your secure on-premises or private cloud infrastructure.
• No data leaves your perimeter—nuclear operators retain full data sovereignty as operational and project data are never transmitted to multi-tenant SaaS environments.
• Designed for nuclear-grade governance—our architectures support rigorous security, role-based access, and separation of duties aligned with nuclear regulatory expectations.

Our approach allows you to adopt advanced analytics, machine learning, and automated reporting while respecting security architectures, cyber policies, and regulatory oversight.

Why Nuclear Operators Choose Knowledge Relay

Knowledge Relay isn’t a new company. We’ve served commercial nuclear power for over forty years and support a majority of U.S. nuclear operators with data, analytics, and Project Controls solutions.

Our client benefit from:

• Our deep nuclear domain expertise across our senior team with decades of experience in nuclear fleet operations, outages, and regulatory reporting, allowing us to structure our services around nuclear outage cycles.
• Our proven impact at scale with approximately seventy-five percent of U.S. nuclear companies rely on Knowledge Relay for metrics, analytics, and integration, from outage dashboards to executive decision support.
• Our Solution-as-a-Service model combines software, automation, and professional services to design, implement, and operate your data foundation and analytics . . . reducing the burden on internal IT teams and hard-to-hire specialized staff.

Future-Proof Your Nuclear Fleet

A modern data foundation should not lock you into today’s technology decisions; it should make it easier to evolve as your fleet, partners, and regulatory environment change. Specifically, you can:

• Integrate new data sources without re-architecting—as new monitoring systems, sensors, and applications are deployed, they connect into the same governed Data Lakehouse rather than spawning new silos.
• Retire legacy systems safely—migrate, consolidate, and decommission aging tools with confidence, knowing historical data remains accessible and reportable in the KR environment.
• Reduce complexity and cost—eliminate redundant pipelines and manual reporting lowers operational burden, improves reliability, and frees budget for strategic initiatives.

Modern IT consulting shouldn’t just provide a service—it should deliver “One Truth” across business, engineering, and technical teams unifying your data and organization.

Contact us today to learn how Knowledge Relay delivers this truth in one Solution as a Service with an unparalleled focus on data and analytics. Our unique approach to IT consulting can improve alignment across your teams in 2026 and enable faster, more confident decision-making.