Graph & AI Engagements

Halker Consulting

AI Engineering Application Suite: Schematic Intelligence

Halker Consulting

Designed and built a suite of 21 AI applications that automate P&ID analysis, drawing validation and QA/QC for a consulting engineering firm, combining computer vision, generative AI and agentic patterns through MCP servers. Hundreds of P&IDs and associated CAD drawings processed to date. Read more →

Oil & Gas / EngineeringComputer Vision, Agentic AI, MCP, Gemini, Claude
Traceability knowledge graph

Digital Product Passport & Traceability

Multi-line manufacturer (via Neo4j)

A Neo4j knowledge graph unifying ERP batch genealogy, bills of material and quality data across multiple manufacturing lines: 80M+ genealogy relationships, 250M+ sampling records and sub-second traceability from a serialized unit to its source material lots, with Graph Data Science for quality intelligence.

ManufacturingNeo4j Aura, GDS, BigQuery, Dataflow
GraphRAG

GraphRAG Integration Engine

Integrating Gemini and Neo4j for high-fidelity content retrieval and automated decisioning in agentic workflows, grounding every answer in the graph to sharply reduce hallucinations.

AI / GraphRAGGemini, Neo4j, LangChain
Product knowledge graph: LLM extraction of 1,000 RIA vendors into a Neo4j graph showing shared features and differentiators, queried in natural language

Product Landscape Knowledge Graph

Used LLM extraction to map roughly 1,000 wealth-management (RIA) technology vendors into a product knowledge graph, revealing feature overlap and competitive differentiation across the market, with natural-language-to-Cypher querying for non-technical users.

Financial ServicesLLM Extraction, Neo4j, NL-to-Cypher
Neo4j

Neo4j Professional Services

Solution architecture and graph consulting on Neo4j engagements, implementing advanced Graph Data Science (GDS) and algorithms to drive organizational insights for global enterprise customers.

TechnologyGraph Data Science, Neo4j
Elsevier

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.

PublishingNeo4j Clustering, Kafka, AWS
Fidelity

Fidelity Advanced Analytics

Neo4j Graph Data Science on large-scale datasets to expose high-order relationship effects and hidden patterns for investment analytics.

Financial ServicesNeo4j GDS, Data Modeling
Lockheed Martin

Lockheed Martin GDS Pipelines

Design and development of Neo4j GDS pipelines for demand forecasting and supply chain management in critical aerospace operations.

AerospaceGDS Pipelines, Forecast Modeling
Tesla

Tesla Performance Engineering

Graph performance engineering for a high-throughput transaction processing environment, integrating Apache Kafka and Flink with clustered graph environments.

TechnologyKafka, Flink, Performance Engineering
Clinical graph

Clinical Graph Analysis

Mapping unstructured physician notes into HL7/FHIR-compliant knowledge graphs, enabling multi-hop clinical reasoning for care coordination.

HealthcareNLP, Neo4j, Python
Graph fraud detection

Real-time Fraud Detection

Graph Data Science and community detection to identify high-risk transaction clusters in financial event streams.

Financial ServicesNeo4j GDS, Kafka
Food traceability

Supply Chain Resiliency

Per-customer food safety and distribution analysis covering thousands of North American distribution points.

LogisticsKnowledge Graphs, Traceability
Edison Interactive

Edison Interactive

Rapid MVP of a Neo4j/GraphQL customer-analytics environment for a digital out-of-home advertising platform, unifying events and impressions into actionable customer journeys.

Media & AdvertisingNeo4j, GraphQL, BigQuery

Earlier Enterprise Engagements

Large-scale data, performance and modernization work for enterprise clients, much of it delivered with Tanning Technology and Terraprova.

WAVi

Brain measurement platform

FDA-approved EEG medical device platform; as CTO, led software, signal processing and SaaS architecture.

Healthcare

Capricorn Medical

Practice management

Lightweight administrative tools for physician/patient encounter notes and billing in small practices.

Healthcare

Invesco

Systems analytics & modernization

As Director of Software Engineering & Technology, led a multi-year modernization of shareholder accounting, portfolio management and marketing systems.

Financial Services

Kaiser Permanente

Electronic medical records

Led the construction of Kaiser's Center of Excellence for Application Integration and Performance Engineering for its massive EMR program.

Healthcare

FedEx

Package tracking

Re-designed scan processing for the domestic package-tracking network on IBM SP MPP, up to 2,000 transactions per second.

Logistics

Jeppesen

Aviation data

Change-data-capture alerting for civil and federal aviation changes, saving an estimated $500K per year.

Aviation

Zachry Group

Legacy modernization

Modernized a 30-year-old cost accounting system (1M+ lines of code, 1B+ financial records) to a cloud platform.

Industrial

NDC

Healthcare supply chain

Supply chain solutions for distributors, manufacturers and GPOs in the healthcare market.

Healthcare

Equifax

Parallel benchmarking

Consolidated consumer-database proof of concept benchmarked across four MPP and supercomputing platforms.

Financial Services

Claris Vision

Data conversion & analytics

Consolidated patient and EMR data across four systems for a multi-clinic ophthalmology provider, plus a financial analytics portal.

Healthcare

Charles Schwab

Performance remediation

Re-deployment of a 5,000-user call center application after a failed launch, through to a successful release.

Financial Services

TravelShark

Personalization engine

NLP and topic-model recommendation engine built on user-generated review content.

Consumer

CenturyLink

VLDB analytics

Very large database analytics of call detail records for call-pattern and network-utilization analysis.

Telecom

Lara Bar / Nike

Marathon event analytics

Live-streaming display of tweets and texts during events, with near real-time NLP classification.

Consumer

dSide

Recommendations engine

Multi-tenant product recommendation engine based on dynamic user-preference modeling.

Consumer

First USA

MPP analytics

60-node parallel computing solution for early large-scale financial analytics.

Financial Services

Tanning Technology

Founding team

Founding member of an early big-data consultancy (NASDAQ IPO): parallel computing, data warehousing and performance engineering.

Technology

Oxford Health Plans

System remediation

Billing-process redesign and stabilization of a 1,600-concurrent-user Oracle environment.

Healthcare

Blockbuster

Distribution modeling

Store-level distribution and capacity modeling for new releases across thousands of locations.

Retail

CIBC

Performance engineering

End-to-end instrumentation for load, stress and failover testing of consumer banking systems.

Financial Services

DGS

Legal conflict management

Client/matter system for determining complex conflicts of interest on new business.

Legal

ExactCost

Healthcare analytics

Multi-tenant activity-based costing platform computing the true cost of hospital procedures.

Healthcare

Great-West Life

Distributed platform

Distributed database platform synchronizing remote sites with a central server environment.

Financial Services