Case Studies

Real problems I've solved for real businesses. Each project started with a business challenge and ended with production software that teams actually use.

Industries:
AI-Powered Payroll Data Extraction
Financial Services Firm22,000+ hours saved annually

AI-Powered Payroll Data Extraction

Built a document processing system that extracts payroll and 401k data from PDFs and Excel files with 98%+ accuracy, saving 22,000+ hours annually and transforming client satisfaction.

Key Impact
  • • 22,000+ hours saved annually
  • • 98%+ extraction accuracy on complex documents
  • • Follow-up rate reduced from 80% to near zero
ReactFlaskAzure FunctionsAzure Blob StorageOpenAI GPT-4
Clause: AI Contract Review Platform
Legal14 organizations within 6 months

Clause: AI Contract Review Platform

Built an AI-powered legal platform for contract drafting, review, and semantic search. Deployed as a Word add-in enabling lawyers to work with AI assistance directly in their existing workflow.

Key Impact
  • • 14 organizations within 6 months
  • • Natural language search across 1000s of ingested documents
  • • Playbook review automatically aligns contracts to organizational policies
ReactFlaskAzure AI SearchAzure Blob StorageAzure App InsightsOpenAI GPT-4+4 more
AI Chat for Analytics
Commercial Real EstateTime-to-insight reduced from hours to seconds

AI Chat for Analytics

Built a natural language analytics interface for a commercial real estate firm managing billions in assets. Business users query property data directly—no SQL, no waiting on data engineering. Delivered in 6 weeks.

Key Impact
  • • Time-to-insight reduced from hours to seconds
  • • Business users query 4,000+ row property datasets directly
  • • Self-correcting AI agent auto-recovers from errors in 1-3 iterations
ReactFlaskAzure SQL DatabaseAzure Blob StorageAzure App ServiceOpenAI GPT-4+1 more
AI Customer Support Chat
Financial Services17,000 clients served through AI chat

AI Customer Support Chat

Built a customer-facing AI chat widget and knowledge base management system for a financial services firm serving 17,000 clients. Includes admin tooling for knowledge curation and observability.

Key Impact
  • • 17,000 clients served through AI chat
  • • 3,199 managed Q&A pairs in knowledge base
  • • 400+ customer conversations handled
ReactFlaskAzure OpenAIAzure AI SearchAzure Blob StorageAzure App Service
15,000+
pages of engineering drawings indexed and searchable
Aircraft Interiors Manufacturing15,000+ pages of engineering drawings indexed and searchable

AI Drawing Explorer

Built a multi-modal search platform enabling engineers to search 15,000+ pages of architectural drawings via image upload, semantic query, or text. What used to take hours of SharePoint digging now takes seconds.

Key Impact
  • • 15,000+ pages of engineering drawings indexed and searchable
  • • Multi-modal search: image upload, semantic query, and text filtering
  • • Engineers find relevant diagrams in seconds instead of hours
ReactFlaskAzure AI SearchAzure Blob StorageAzure OpenAI
4.1M+
rows consolidated from 4 data sources
Healthcare4.1M+ rows consolidated from 4 data sources

Data Lake & Analytics Platform

Built a data lake consolidating 4.1M+ rows from 4 data sources for a public health organization. Reduced reporting from ~1 month of manual work to on-demand queries.

Key Impact
  • • 4.1M+ rows consolidated from 4 data sources
  • • 244 tables processed with full ETL pipeline
  • • Reporting reduced from ~1 month to on-demand
ReactFlaskAzure FunctionsAzure SQL DatabaseAzure Blob Storage
Weekly planning reduced from hours to minutes
ConstructionWeekly planning reduced from hours to minutes

AI Resource Planning Platform

Built a resource planning platform with automated opportunity discovery and AI-powered employee-project matching for a commercial construction firm specializing in structural rehabilitation. Delivered in 12 weeks.

Key Impact
  • • Weekly planning reduced from hours to minutes
  • • 84 projects tracked with automated daily alerts
  • • AI matches 44 employees to jobs by skills, certs, and availability
ExpressFlaskAzure SQL DatabaseAzure Blob StorageAzure App ServiceOpenAI GPT-4

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