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
View service →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
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
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
View service →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
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
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
View service →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
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
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