Work

Case Studies

Proof from production deployments across regulated enterprise environments and focused workflow automation.

From the Field

More Production Work

Production deployments across AI, data infrastructure, and process automation — each delivering measurable results in regulated enterprise environments.

Enterprise AI Solutions

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AI AgentsSales Automation

AI Sales Prep Agent

Large Enterprise Tech Company

Hours of pre-call research compressed to under 10 minutes, per rep, per call.

  • Native Gemini Enterprise deployment via Google ADK
  • Live research synthesized with internal knowledge base
  • Branded BattleCards, Pitch Decks, and Rebuttals auto-generated
  • Complete sales brief delivered by email in under 10 minutes
RAGEnterprise Data

Private Data Knowledge System

Finance Firm

Firmwide proprietary knowledge queryable in natural language — zero data egress.

  • Unified ingestion from Snowflake and SharePoint/OneDrive
  • Langchain + pgvectorscale, fully air-gapped from public APIs
  • All inference within the firm's private cloud boundary
  • Arize Phoenix for production observability and retrieval monitoring
AI InfrastructureGovernance

Firmwide AI Control Plane

Large Accounting & Audit Firm

Every LLM call across the firm governed, logged, and cost-optimized from a single layer.

  • All LLM calls routed through Kong API Gateway firmwide
  • Auto-routing selects models by cost and capability
  • Immutable audit trail of all AI activity for compliance
  • Data sensitivity policies prevent unauthorized model access

Data Solutions

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Real-Time DataCompliance

Real-Time AML Monitoring Pipeline

Regional Bank

AML detection lag cut from 18 hours to under 5 minutes — closing a material regulatory exposure window.

  • Kafka streaming replaced overnight batch jobs running 18 hours behind
  • Sub-5-minute latency from transaction to compliance queue
  • Anomaly models retrained weekly on fresh labeled transaction data
  • Full BSA/AML audit trail with immutable event sourcing
HealthcareCompliance

PHI De-identification Pipeline

Healthcare System

HIPAA-compliant clinical data sharing at scale — no manual review required.

  • NLP-based PHI detection across EHR fields and clinical notes
  • De-identification profiles mapped per data-sharing agreement
  • Supports HIPAA Safe Harbor and Expert Determination
  • Full lineage from source record to de-identified output
LegalUnstructured Data

Legal Document Intelligence Pipeline

AmLaw 100 Firm

15 years of locked matter history made queryable in natural language for the first time.

  • LLM extraction of parties, dates, clauses, and outcomes from 15 years of PDFs
  • Human-in-the-loop validation for high-stakes document types
  • Governed knowledge graph with full provenance to each source doc
  • Natural language matter search via RAG — no keyword queries

Business Process Automation

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Finance & APDocument AI

Intelligent Invoice Processing

Enterprise Finance Team

Straight-through processing lifted from 40% to 89% — manual entry eliminated for the majority of volume.

  • Multi-format ingestion from email, supplier portal, and EDI feeds
  • AI extraction with three-way PO/receipt/invoice matching
  • Exception routing by vendor, amount, and cost center
  • SAP integration eliminates manual data entry for 89% of volume
Financial ServicesCompliance

KYC/AML Onboarding Orchestration

Registered Investment Advisor

Client onboarding compressed from 14 business days to 2, with stronger compliance documentation.

  • Automated document collection with real-time completeness checks
  • Jumio and WorldCheck identity verification — no manual analyst review
  • FINRA and SEC flag routing with intelligent escalation logic
  • Account provisioning triggers simultaneously across four systems
HealthcareClinical Operations

Prior Authorization Automation

Regional Health Plan

Authorization approval cycle cut from 5 days to 6 hours. Clinical staff focused on cases that need them.

  • Automated ingestion from provider portals and fax
  • Clinical criteria matching across diagnostic codes and notes
  • 60% of volume auto-approved without clinical review
  • Nurse review queue reduced by 70% — complex cases only