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TECHNICAL BLUEPRINTS & BENCHMARK AUDITS

Enterprise AI Case Studies

These engineering blueprints are designed and benchmarked internally against synthetic and publicly available datasets, published so technical buyers can evaluate our architectural approach before engaging.

Published Case Studies Directory

Deep-dive technical blueprints with architectural patterns, constraints solved, and post-mortems.

9 Published Case Studies
Reference Architecture Use case: Financial transaction monitoring
Sub-50ms Graph Anomaly Detection & Fraud Prevention RAG

Graph anomaly detection and RAG pipeline evaluating decoupled in-memory traversal with long-term graph persistence for rapid pattern discovery.

Architecture Pattern Neo4j and Memgraph Graph RAG with vLLM anomaly scoring
Primary Constraint Solved Multi-hop graph entity traversal under tight latency constraints
Data Basis Synthetic transaction graph benchmark corpus
Stack: Neo4j Graph RAG, Memgraph, vLLM, Python, FastAPI
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Reference Architecture Use case: Complex medical document parsing
Multi-Modal Vision OCR & LangGraph Clinical Extraction

Multi-modal clinical OCR and agentic state graph system parsing complex clinical records with schema validation gates.

Architecture Pattern Multi-modal vision OCR with LangGraph state machine orchestration
Primary Constraint Solved Parsing multi-column layouts, tables, and nested records without hallucination
Data Basis Public medical document datasets and synthetic chart records
Stack: LangGraph, Detectron2, AWS Bedrock, Python
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Reference Architecture Use case: Dynamic vehicle dispatch and telemetry routing
Dynamic Vehicle Routing & Sensor Telemetry AI Pipeline

Distributed vehicle routing and sensor telemetry processing system evaluating dynamic dispatch optimization under streaming constraints.

Architecture Pattern Distributed Ray compute cluster with Temporal workflow orchestration
Primary Constraint Solved Real-time route recalculation during high-frequency telemetry ingestion
Data Basis Synthetic geospatial routing simulation dataset
Stack: Ray Cluster, ClickHouse, Temporal, Python
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Reference Architecture Use case: Conversational product search and catalog filtering
Multi-Agent Conversational Shopper & Pricing Engine

Multi-agent conversational shopper and catalog filtering engine evaluating sub-task routing across local model workers.

Architecture Pattern Multi-agent supervisor-worker graph with Qdrant vector retrieval
Primary Constraint Solved Conversational context tracking with fast catalog filter execution
Data Basis Open e-commerce product catalogs and synthetic user session prompts
Stack: LangGraph, Qdrant, vLLM, Redis Stack, Python
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Reference Architecture Use case: Legal clause analysis and regulatory compliance checking
Automated Multi-Jurisdiction Contract Audit Engine

Automated contract audit engine parsing clauses against regulatory requirements with deterministic rule-checking layers.

Architecture Pattern Hierarchical chunking with pgvector hybrid dense-sparse retrieval
Primary Constraint Solved Accurate clause matching and cross-reference validation across lengthy agreements
Data Basis Public commercial contracts and open legal reference corpora
Stack: LlamaIndex, pgvector, vLLM, Python
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Reference Architecture Use case: Context-aware code completion and repository search
Self-Hosted Private Code Copilot & AST Code Graph Engine

Air-gapped private code copilot indexing repository codebases using AST code graphs and self-hosted vLLM inference.

Architecture Pattern Tree-sitter AST parser coupled with Qdrant code graph vector indexing
Primary Constraint Solved Preserving semantic repository context without sending proprietary code to external APIs
Data Basis Open-source repository codebase corpus
Stack: vLLM, Qdrant AST, Tree-sitter, FastAPI, Python
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Reference Architecture Use case: Financial invoice extraction and field validation
Autonomous Invoice Extraction & Reconciliation Pipeline

Invoice processing pipeline using hybrid dense-sparse vector retrieval and zero-data-retention parsing.

Architecture Pattern Hybrid dense-sparse vector extraction with deterministic schema validation
Primary Constraint Solved Reliable extraction of line items and tax totals without hallucination
Data Basis Synthetic invoice dataset and public document benchmarks
Stack: PostgreSQL pgvector, vLLM, Python, Pydantic
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Reference Architecture Use case: Secure clinical knowledge retrieval
Zero-Disk-Retention Clinical Vector Search System

Clinical trial search engine evaluating zero-disk-retention vector indexing and strict access boundary isolation.

Architecture Pattern Zero-disk-retention vector retrieval with in-memory embeddings
Primary Constraint Solved Eliminating persistence of sensitive query data on intermediate disks
Data Basis Anonymized public medical research articles and synthetic clinical notes
Stack: AWS Bedrock, Pinecone, LangChain, Python
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Reference Architecture Use case: Legacy mainframe data reconciliation
Mainframe COBOL Reconciliation Agent Swarm

Multi-agent swarm connecting mainframe data streams to state machines with Human-in-the-Loop authorization gates.

Architecture Pattern LangGraph multi-agent state graph with Model Context Protocol middleware bridge
Primary Constraint Solved Bridging legacy EBCDIC data streams to modern state machines with human approval gates
Data Basis Synthetic mainframe transaction batches and simulated EBCDIC records
Stack: LangGraph, MCP, IBM CICS Middleware, Python
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