A history of innovation in Knowledge Graphs, GraphRAG, and High-Performance Analytics.

GraphRAG

GraphRAG Integration Engine

Integrating Gemini 3.x and Neo4j for high-fidelity content retrieval and automated decisioning in agentic workflows. Focus on eliminating hallucinations via grounding.

AI / GraphRAG Gemini, Neo4j, LangChain

Halker Consulting

Halker Consulting - AI Schematic Analysis

Implementing advanced AI solutions combining **Computer Vision**, **Generative AI**, and **Agentic Patterns** for complex engineering schematics. Managed via **MCP Server integration** for high-fidelity multi-model processing of large-scale P&ID datasets.

AI / Engineering CV, Agentic AI, MCP, Gemini

Neo4j Professional Services

Neo4j Professional Services

Direct subcontracting for Neo4j, implementing advanced Graph Data Science (GDS) libraries and algorithms to drive organizational insights for global enterprise customers.

Technology Graph Data Science, Neo4j, GDS

Tesla Performance Engineering

Tesla Performance Engineering

Graph Performance Engineering for high-performance transaction processing environment. Integrated Apache Kafka and Flink into specialized clustered graph environments.

Technology Kafka, Flink, Performance Engineering

Elsevier SciVal Analytics

Elsevier SciVal Analytics

Analyzing ~70 million research articles via Knowledge Graphs. Leveraged Neo4j Clustering and AWS MSK to construct real-time citation and organization metrics.

Tech & Media Neo4j Clustering, Kafka, AWS

Fidelity Advanced Analytics

Fidelity Advanced Analytics

Focused on Neo4j Graph Data Science (GDS) features. Modeled large-scale datasets to expose high-order relationship effects and hidden patterns for investment analytics.

Financial Services Neo4j GDS, Data Modeling

Lockheed Martin GDS Pipelines

Lockheed Martin GDS Pipelines

Design and development of Neo4j GDS pipelines for Demand Forecasting and Supply Chain Management for critical aerospace operations.

Technology GDS Pipelines, Forecast Modeling

WAVi Brain Measurement Platform

WAVi Brain Measurement Platform

FDA-approved medical device platform using EEG technology to record brain electrical signatures. Representative of years of AI/ML engineering for neurology.

Healthcare Medical Device, AI/ML, EEG

Capricorn Medical Practice Management

Capricorn Medical Practice Management

Developing lightweight healthcare administrative tools to streamline physician/patient encounter notes and billing processes for small practices.

Healthcare EMR, Practice Management

Clinical Notes

Clinical Graph Analysis

Mapping complex unstructured physician notes into HL7/FHIR compliant Knowledge Graphs. Enabled multi-hop clinical reasoning for care coordination.

Healthcare NLP, Neo4j, Python

Invesco

Invesco Modernization

Multi-year modernization of internal Shareholder Accounting, Portfolio Management, and Marketing systems for a leading global investment firm ($10bn+ AUM).

Financial Services Oracle, Performance Engineering

Kaiser

Kaiser Electronic Medical Records

Design and deployment services for one of the world's largest EMR systems. Modeled system performance via advanced discrete event simulation.

Healthcare EMR, Systems Architecture

Fraud Detection

Real-time Fraud Detection

Using Graph Data Science (GDS) and Community Detection to identify high-risk transaction clusters in financial streams.

Financial Services Neo4j GDS, Kafka

Food Tracing

Supply Chain Resiliency

Establishing per-customer Food Safety and Distribution analysis covering thousands of North American distribution points.

Logistics Knowledge Graphs, Traceability

Edison

Edison Interactive CMS

Cloud CMS driving interactive DOOH advertising. Neo4j manages multichannel guest interactions and real-time event mapping.

Tech & Media Neo4j, AWS

FedEx

FedEx Logistics System

Design and development of package logistics and scan processing system driving overnight delivery of millions of packages. Based on IBM SP MPP architecture.

Logistics MPP Architecture, IBM SP

Jeppesen

Jeppesen Navigational Planning

Responsible for alerting navigators of terminal and charting changes. Provides operations planning tools for global commercial and governmental air/sea travel.

Logistics Navigational Data, Aviation Software

Zachry Group

Zachry Group Modernization

Overhauling corporate accounting, vendor management, and asset systems. Modernized nearly 1 million lines of legacy Fortran code for enterprise-grade operations.

Industrial Software Modernization, Legacy Transition

NDC

NDC Healthcare Supply Chain

Partnered with distributors, manufacturers, and GPOs to deliver supply chain solutions and streamline operations in the healthcare market.

Healthcare Supply Chain, Distribution

Equifax

Equifax Parallel Benchmarking

Performance Engineering project executing Proof-of-Concept against early TB-class parallel databases to simulate production functional requirements.

Financial Services Benchmarking, Parallel Databases

Claris Vision

Claris Vision Performance Engineering

Developed a customized Performance Engineering environment for consumer banking groups. End-to-end software instrumentation for load, stress and failover testing to validate production operations.

Healthcare Performance Engineering, Stress Testing

Schwab

Charles Schwab Remediation

Performance remediation of Client Services system after deployment failure. Established critical functions prior to successful release for 5,000 users.

Financial Services Performance Remediation, Client Services

TravelShark

TravelShark Personalization Engine

Recommendation engine based on User-Generated Content (UGC) and NLP pipeline for sentiment analysis and similarity mapping.

Consumer NLP, Sentiment Analysis, recommendation engine

CenturyLink

CenturyLink VLDB Analytics

Very Large Database (VLDB) data analytics of CDR records for call pattern and network utilization analysis.

Technology VLDB, Network Analysis

Lara Bar

Lara Bar Nike Marathon Analytics

Live-streaming media display for tweets and text messages during events. Near real-time processing with NLP classification.

Consumer NLP Classification, streaming analytics

dSide

dSide Recommendations Engine

Architected a generic product recommendations engine using an early ML engine based on dynamic user-preferences.

Consumer ML Engine, User Preference Modeling

FirstUSA

FirstUSA MPP Analytics

60-node parallel computing solution based on Pyramid MPP architectures for early large-scale financial analytics.

Financial Services Parallel Computing, Oracle

Tanning Technology

Tanning Technology - HP Parallel Computing

One of the first consultancies in the big data space. Benchmarked and implemented earliest commercial parallel computing platforms on Unix/Oracle. High-Performance engineering, testing and remediation.

Financial Services Parallel Computing, Unix, Oracle

Oxford Health

Oxford Health Plans

Developed customized Electronic Medical Systems based upon Oracle application and parallel computing infrastructure for one of the original cost-based healthcare providers.

Healthcare EMR, Oracle

Blockbuster

Blockbuster Distribution Modeling

Developed individual store distribution and capacity modeling to determine inventory for existing and new releases across thousands of locations.

Logistics Capacity Modeling, Supply Chain

CIBC

CIBC Consumer Banking

Developed a customized Performance Engineering environment. Instrumented the end-to-end software environment for load, stress and failover testing to validate production operations.

Financial Services Performance Engineering, Stress Testing

DGS

DGS Legal Conflict Management

Client/Matter based system used to determine complex conflict of interest for new Clients and legal business Matters.

Legal & Compliance Conflict Resolution Systems

ExactCost

ExactCost Healthcare Analytics

Novel healthcare platform performing Activity-Based-Costing throughout hospital departmental activity. Computed labor, asset depreciation, and overhead expenses.

Healthcare Activity-Based Costing, Analytics

GWL

Great West Life Distributed Platform

Implementation of large scale distributed computing platform synchronizing multiple remote databases along with a central database server environment.

Financial Services Distributed Computing, Database Sync

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