End-to-End GenAI Document Pipeline

Designed and shipped a scalable AI pipeline integrating a fine-tuned open-weight LLM (Qwen-2B) into an enterprise document intelligence workflow. Full architecture from raw ingestion through model inference to structured output, with full DataOps observability.

OUTCOME
Extraction accuracy: 45% to 80%, deployed on AWS EKS at scale

Multi-Agent ERP Automation Enterprise Operations

Built a production multi-agent crew (PyAutoGen + LangChain) over an enterprise ERP system agents for knowledge capture, semantic retrieval, reasoning, and action execution. Automated multi-step workflows previously requiring manual coordination across departments.

OUTCOME
End-to-end workflow automation across structured and unstructured business data

RAG & AI Agent Pipelines Regulated Enterprise

Developed production RAG and autonomous AI agent pipelines integrating frontier LLMs into sensitive enterprise data workflows. Full integration within existing analytics architectures, with governed access patterns and audit-ready output.

OUTCOME
AI-augmented decision workflows live in production; validated for regulated-industry compliance

LLM Validation Framework Top North American Bank

Designed an end-to-end LLM validation and readiness framework: automated synthetic data generation, data quality criteria, bias evaluation, and executive-level reporting. Applied data analysis rigor to AI system readiness in a tier-1 financial context.

OUTCOME
Production-approved AI system with full audit trail delivered to C-suite

Work Safety Analytics Platform Major National Organization

Full analytics lifecycle: Azure Synapse data warehouse design, ETL pipelines via Azure Data Factory, XGBoost injury risk model, and Tableau dashboards for operational decision-making across a national workforce.

OUTCOME
Predictive injury risk scoring in production; measurable reduction in safety incidents

Geospatial Fleet Intelligence Major North American City

Production geospatial data system tracking 1,400 municipal service vehicles in real time. Polyglot data model integrating telemetric, geospatial (PostGIS), and operational data deployed on AWS with Tableau Server reporting.

OUTCOME

Industry award: Best Use of Data Intelligence (Geotab Innovation Award 2024)

Smart Water Analytics Canada's Largest Municipality

Scalable analytics environment on Azure Synapse for multi-structured IoT and metering data. Governed SQL schemas supporting city-scale operational decisions across millions of time-series and geospatial data points.

OUTCOME
City-scale operational analytics live;
data-driven decisions at municipal scale

VR Tele-Rehabilitation Game Academic Medical Research

Full-stack VR rehabilitation game for post-stroke patients. Architected player event data schema and game rules engine in Azure PlayFab; deployed simultaneously on Android tablet and Oculus 2 for clinical use.

OUTCOME
Specialists able to follow up with ~80% more patients per week

We’ve helped them

We've partnered with many household brand names to deliver insights and solutions to their problems with big data.

All client names are kept confidential per NDA. Outcomes and metrics are real. Reference conversations available on request.

Contact us

Whether you have a request, a query, or want to work with us, use the form below to get in touch with our team.