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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 ArchitectureUse 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 PatternNeo4j and Memgraph Graph RAG with vLLM anomaly scoring
Primary Constraint SolvedMulti-hop graph entity traversal under tight latency constraints
Data BasisSynthetic transaction graph benchmark corpus
Stack:Neo4j Graph RAG, Memgraph, vLLM, Python, FastAPI
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Reference ArchitectureUse 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 PatternMulti-modal vision OCR with LangGraph state machine orchestration
Primary Constraint SolvedParsing multi-column layouts, tables, and nested records without hallucination
Data BasisPublic medical document datasets and synthetic chart records
Stack:LangGraph, Detectron2, AWS Bedrock, Python
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Reference ArchitectureUse 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 PatternDistributed Ray compute cluster with Temporal workflow orchestration
Primary Constraint SolvedReal-time route recalculation during high-frequency telemetry ingestion
Data BasisSynthetic geospatial routing simulation dataset
Stack:Ray Cluster, ClickHouse, Temporal, Python
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Reference ArchitectureUse 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 PatternMulti-agent supervisor-worker graph with Qdrant vector retrieval
Primary Constraint SolvedConversational context tracking with fast catalog filter execution
Data BasisOpen e-commerce product catalogs and synthetic user session prompts
Stack:LangGraph, Qdrant, vLLM, Redis Stack, Python
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Reference ArchitectureUse 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 PatternHierarchical chunking with pgvector hybrid dense-sparse retrieval
Primary Constraint SolvedAccurate clause matching and cross-reference validation across lengthy agreements
Data BasisPublic commercial contracts and open legal reference corpora
Stack:LlamaIndex, pgvector, vLLM, Python
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Reference ArchitectureUse 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 PatternTree-sitter AST parser coupled with Qdrant code graph vector indexing
Primary Constraint SolvedPreserving semantic repository context without sending proprietary code to external APIs
Data BasisOpen-source repository codebase corpus
Stack:vLLM, Qdrant AST, Tree-sitter, FastAPI, Python
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Reference ArchitectureUse 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 PatternHybrid dense-sparse vector extraction with deterministic schema validation
Primary Constraint SolvedReliable extraction of line items and tax totals without hallucination
Data BasisSynthetic invoice dataset and public document benchmarks
Stack:PostgreSQL pgvector, vLLM, Python, Pydantic
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Reference ArchitectureUse 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 PatternZero-disk-retention vector retrieval with in-memory embeddings
Primary Constraint SolvedEliminating persistence of sensitive query data on intermediate disks
Data BasisAnonymized public medical research articles and synthetic clinical notes
Stack:AWS Bedrock, Pinecone, LangChain, Python
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Reference ArchitectureUse 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 PatternLangGraph multi-agent state graph with Model Context Protocol middleware bridge
Primary Constraint SolvedBridging legacy EBCDIC data streams to modern state machines with human approval gates
Data BasisSynthetic mainframe transaction batches and simulated EBCDIC records
Stack:LangGraph, MCP, IBM CICS Middleware, Python
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