🔄 Semantica Framework - Complete Visual Workflow

End-to-End Processing Workflow

📥 INGESTION

Extensive Formats

Files • Web • Feeds

Databases • Streams

→

📄 PARSING

Extract Content

Structure Detection

Metadata Extraction

→

🧹 NORMALIZATION

Text Cleaning

Format Standardization

Encoding Handling

↓

✂️ CHUNKING

Semantic Splitting

Structure-Aware

Table Handling

→

🔢 EMBEDDINGS

Vector Generation

Multi-Modal

Context-Aware

→

🧠 EXTRACTION

Entities • Relations

Events • Triples

Coreference

↓

🕸️ GRAPH BUILDING

Entity Resolution

Conflict Detection

Deduplication

→

📚 ONTOLOGY

Multi-Stage Pipeline

W3C OWL

Symbolic Validation

→

✅ QUALITY ASSURANCE

Schema Enforcement

Quality Scoring

Provenance Tracking

↓

🚀 APPLICATION LAYER

GraphRAG • AI Agents

Multi-Agent • Analytics

Feature Capabilities Matrix

Feature Category Capabilities Output
Data Ingestion ✓ Extensive file formats
✓ Web scraping & feeds
✓ Database connectors
✓ Real-time streaming
✓ Email processing
✓ Archive extraction 		Structured source objects with metadata
Semantic Extraction ✓ Named Entity Recognition
✓ Relationship Extraction
✓ Event Detection
✓ Triple Extraction (RDF)
✓ Coreference Resolution
✓ LLM Enhancement 		Entities, relationships, events, triples
Knowledge Graph ✓ Automatic construction
✓ Entity resolution
✓ Temporal support
✓ Graph analytics
✓ Version management
✓ Multi-source integration 		Production-ready knowledge graphs
Ontology Generation ✓ Multi-stage LLM pipeline
✓ Automatic class inference
✓ Property generation
✓ W3C OWL compliance
✓ Symbolic validation
High Quality 		W3C-compliant OWL ontologies
GraphRAG ✓ Hybrid retrieval
✓ Graph expansion
✓ Context building
✓ Reranking
✓ Citation support
Enhanced accuracy 		Enhanced RAG with graph context
Quality Assurance ✓ Conflict detection
✓ Conflict resolution
✓ Duplicate detection
✓ Entity merging
✓ Schema enforcement
✓ Quality scoring 		Validated, high-quality knowledge
AI Applications ✓ Context engineering
✓ Agent memory
✓ Multi-agent coordination
✓ Reasoning & inference
✓ Tool registry 		Context-aware AI systems

Key Processing Features

📊 Universal Ingestion
Process extensive formats from files, web, databases, streams, emails, and archives
🧠 Semantic Intelligence
Extract entities, relationships, events with multiple NER models and strategies
🕸️ Knowledge Graphs
Build production-ready graphs with entity resolution and conflict handling
📚 Ontology Generation
Automatic multi-stage pipeline generating W3C-compliant OWL ontologies
🔗 GraphRAG Engine
Hybrid retrieval combining vector search with graph traversal
🤖 AI Agent Support
Context engineering, persistent memory, and graph-based reasoning
🔧 Quality Assurance
Conflict detection, deduplication, schema enforcement, quality scoring
📤 Export & Integration
RDF, JSON-LD, Neo4j, vector stores, triple stores, standard formats

Performance Capabilities

High Throughput

Document Processing

Efficient

Entity Extraction

Rapid

Triple Generation

High Accuracy

GraphRAG

Excellent

Ontology Quality

Document Version: 2.0 | Semantica Framework Visual Workflow | Last Updated: 2025