Real Deployments.Measured Outcomes.

📊 Challenge

The healthcare network was managing 250K+ records across multiple formats (PDFs, scanned documents, lab reports, imaging studies) spread across 8 facilities. Critical information was locked in unstructured data, leading to delayed access to patient information, duplicate testing, and compliance risks.

⚙️ Solution Architecture

Implemented a comprehensive document intelligence system: Multi-modal AI combining OCR for handwritten notes, table extraction for lab results, medical entity recognition using BioBERT, and a hierarchical RAG system organizing records by facility→department→document type. Integrated HIPAA-compliant vector storage with role-based access controls.

📈 Measured Results

🔧 Technologies Used

📊 Challenge

The law firm was managing 12K+ contracts and associates spent 60% of their time on manual document review, searching for key clauses, obligations, and deadlines. Contract analysis took days instead of hours, creating significant risk of missing critical terms and business opportunities.

⚙️ Solution Architecture

Deployed a powerful document intelligence solution: Custom NER models for legal entities (parties, dates, obligations), clause classification using fine-tuned transformers, semantic search for similar contracts, automated obligation extraction, and intelligent contract comparison. Built hierarchical RAG with contract→section→clause hierarchy for instant retrieval and relationship mapping.

📈 Measured Results

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📊 Challenge

University researchers were overwhelmed by 120K+ academic papers across 8 departments. Finding relevant research was extremely time-consuming, literature reviews took weeks, cross-departmental discoveries were rare, and duplicate research efforts wasted resources.

⚙️ Solution Architecture

Prescribed advanced hierarchical RAG: Multi-level document organization (university→department→researcher→paper→section), scientific entity extraction, citation graph analysis, semantic clustering by research topic, and intelligent summarization. Implemented cross-modal understanding for figures, tables, and equations using multimodal embeddings.

📈 Measured Results

🔧 Technologies Used

📊 Challenge

A regional manufacturing company had accumulated 20 years of documents - technical manuals, SOPs, safety protocols, maintenance logs, engineering specifications spread across 12 facilities. Knowledge was siloed, inconsistent, and inaccessible. New employee onboarding took 4 months and equipment downtime due to manual knowledge searches cost hundreds of thousands annually.

⚙️ Solution Architecture

Implemented comprehensive document modernization: Ingestion pipeline for PDFs, Word docs, scanned images, and CAD files. Intelligent document understanding with layout analysis, table extraction, and diagram interpretation. Built company-wide hierarchical RAG with facility→department→document type→section hierarchy. Automated document generation for standard procedures from templates.

📈 Measured Results

🔧 Technologies Used

📊 Challenge

Manual processing of SEC filings, earnings reports, and regulatory documents took weeks. Analysts spent 70% of time searching for information instead of analyzing it. Risk of missing critical financial indicators or regulatory changes.

⚙️ Solution Architecture

Deployed specialized financial document intelligence: Fine-tuned NER for financial entities (tickers, CUSIP, regulatory IDs), sentiment analysis for earnings calls, automated extraction of financial metrics from tables, compliance checking against SEC/FINRA rules. Built hierarchical RAG with jurisdiction→regulatory body→document type→section hierarchy.

📈 Measured Results

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📊 Challenge

Processing insurance claims required reviewing medical records, police reports, repair estimates, photos. Manual review took 14 days per claim. Fraud detection was inconsistent. Customer satisfaction suffered from delays.

⚙️ Solution Architecture

Implemented end-to-end claims intelligence: OCR for handwritten forms, image analysis for damage assessment, cross-document verification for fraud detection, automated policy matching, hierarchical RAG organizing by claim→document type→temporal sequence. Real-time anomaly detection flagging suspicious patterns.

📈 Measured Results

🔧 Technologies Used

📊 Challenge

Decades of paper records, microfilm, and early digital documents were inaccessible. FOIA requests took months. Critical records were deteriorating. No searchable database across document types.

⚙️ Solution Architecture

Comprehensive digitization and intelligence platform: Batch OCR for 15 years of records, metadata extraction from historical documents, FOIA-compliant search and redaction, automated PII detection and masking, hierarchical organization by department→year→document type→record ID. Integration with existing case management systems.

📈 Measured Results

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📊 Challenge

Real estate transactions involve 40+ documents per deal. Title research took days. Contract inconsistencies caused deal failures. Property data scattered across county systems, MLS, inspection reports.

⚙️ Solution Architecture

Unified real estate document platform: Automated title document extraction, contract clause comparison across listings, inspection report analysis with issue flagging, property history aggregation from county records, risk assessment based on document analysis. Built graph RAG connecting properties→transactions→parties→documents.

📈 Measured Results

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📊 Challenge

Manual credential verification took weeks. Fraud detection was inconsistent. Transfer credit evaluation required multiple staff. International credential assessment was backlogged several months.

⚙️ Solution Architecture

Automated credential intelligence platform: Document authentication using security feature detection, transcript parsing with grade extraction, automated transfer credit evaluation against course catalogs, international credential equivalency mapping, fraud detection through cross-institution verification. Blockchain-backed verification ledger.

📈 Measured Results

🔧 Technologies Used

📊 Challenge

Product documentation scattered across suppliers, regulatory bodies, internal systems. Compliance verification was manual and slow. Product recalls required days to identify affected inventory. Supplier certifications expired unnoticed.

⚙️ Solution Architecture

Comprehensive product documentation platform: Automated extraction from supplier PDFs, compliance checking against 20+ regulatory frameworks (FDA, CE, UL, etc.), certification expiration tracking, product recall impact analysis, supply chain document verification. Hierarchical RAG by category→product→supplier→certification.

📈 Measured Results

🔧 Technologies Used