Concept List¶
496 concepts for Context Graph: How Organizations Use LLMs Cost Effectively.
Topic 1: Knowledge Graphs and LPGs¶
- Knowledge Graph
- Labeled Property Graph
- Graph Database
- Node
- Edge
- Node Label
- Edge Type
- Graph Property
- Graph Schema
- Cypher Query Language
- openCypher Standard
- GQL Standard
- Graph Pattern Matching
- Graph Traversal
- Path Query
- Graph Index
- Graph Algorithm
- RDF Lacks Scalability
- Open World Assumption
- Closed World Assumption
- Graph vs Relational Model
- Graph vs Vector Store
- Graph Serialization Format
- GraphML
- GraphSON
Topic 2: Enterprise Knowledge Graphs¶
- Enterprise Knowledge Graph
- Entity
- Entity Resolution
- Master Data Management
- Canonical Entity Model
- Hub-and-Spoke Graph Architecture
- Federated Graph Architecture
- Graph Schema Governance
- Schema Drift
- Stale Edge Detection
- Missing Provenance
- HR Data Graph
- Finance Data Graph
- CRM Graph Integration
- ERP Graph Integration
- Product Catalog Graph
- Operational Log Graph
- Cross-System Entity Linking
- Graph ETL Pipeline
- Graph Ingestion Pattern
- Property Graph Scale
- Billion-Edge Graph
- Graph Sharding
- Graph Replication
- Graph Deduplication
- Knowledge Graph Quality
- Ontology
- Taxonomy vs Ontology
- Graph Data Catalog
- SKOS
Topic 3: Semantic Layers for Data Lakes¶
- Data Lake
- Data Lakehouse
- Semantic Layer
- Business Metric
- Dimension
- Logical Data Model
- Virtual View
- Metric Store
- SQL-Based Semantic Layer
- OLAP Semantic Layer Tool
- Cube (Semantic Layer)
- Business Glossary
- Query Federation
- Data Virtualization
- Naming Convention Standard
- Join Path Discovery
- Undocumented Join
- Source System Mapping
- Semantic Search
- Vocabulary Alignment
- Column Naming Standard
- Semantic Consistency
- Table Discovery
- Schema Registry
- Data Dictionary
Topic 4: Metadata Management and Data Governance¶
- Metadata
- Technical Metadata
- Business Metadata
- Operational Metadata
- Active Metadata Management
- Passive Metadata Cataloging
- Data Quality
- Data Completeness
- Data Accuracy
- Data Consistency
- Data Timeliness
- Data Stewardship
- Data Ownership
- Data Classification
- Access Control
- Data Governance Framework
- Metadata Catalog Platform
- Automated Metadata Discovery
- Metadata Tagging
- Policy Enforcement
- Governance Role
- Data Quality Rule
Topic 5: Metadata Registries and ISO 11179¶
- Metadata Registry
- ISO 11179 Standard
- Data Element
- Data Element Concept
- Conceptual Domain
- Value Domain
- Object Class
- Property (ISO 11179)
- Permissible Value
- Data Definition
- Authoritative Source
- Registry Entry
- Administered Item
- Registration Authority
- ISO 11179 Naming Convention
- Data Element Versioning
- Concept Harmonization
- Registry Search API
- Context Binding
- Registry vs Catalog
- Data Standardization
- Reference Data Management
- Code List
- Unit of Measure Registry
- Cross-Enterprise Data Dictionary
- Metadata Thesaurus
- UMLS
- NIEM
Topic 6: Process Mining, Data Lineage, and Data Provenance¶
- Process Mining
- Event Log
- IEEE XES Standard
- Process Discovery
- Conformance Checking
- Process Enhancement
- Structured Logging
- Log Schema
- Event Stream
- Graph-Ingestible Log
- Upstream Lineage
- Downstream Lineage
- Column-Level Lineage
- Data Provenance
- Custody Chain
- Transformation History
- OpenLineage Standard
- Lineage vs Provenance
- Event Sourcing
- CQRS Pattern
- Append-Only Log
- Change Data Capture
- Temporal Versioning
- Lineage Graph
- Provenance Record
Topic 7: The Context Problem¶
- Context Problem
- LLM Context Window
- Retrieval-Augmented Generation
- RAG Limitations
- Static vs Dynamic Knowledge
- Hallucination
- Organizational Knowledge Gap
- Decision Context
- Tacit Knowledge
- Implicit Organizational Knowledge
- Context Freshness
- Context Relevance
- Context Window Management
- Long-Term Memory for AI
- Short-Term vs Long-Term Memory
- Grounding
- Knowledge Staleness
- Missing Context Failure Mode
- Context Completeness
- Context Poisoning
Topic 8: What a Context Graph Is¶
- Context Graph Definition
- Decision Trace
- Living Record
- Entity-Time Linkage
- Context Graph vs Knowledge Graph
- Context Graph vs Vector Store
- Context Graph vs Database
- Context Graph as Memory Layer
- Complementary Knowledge Layers
- Context Graph Schema
- Decision Node
- Approval Edge
- Precedent Link
- Context Graph Lifecycle
- Context Graph Update Pattern
- Context Graph Query Pattern
- Context Graph API
- Context Graph Read Path
- Context Graph Write Path
- Context Graph Access Control
Topic 9: Decision Traces¶
- Decision Trace Anatomy
- Exception Logic
- Historical Precedent
- Cross-System Synthesis
- Out-of-Band Approval
- Approval Chain
- Decision Justification
- Decision Actor
- Decision Timestamp
- Decision Outcome
- Linked Precedent
- Exception Pattern
- Policy Version Reference
- Decision Context Capture
- Real-Time Trace Recording
- Trace Completeness
- Trace Replay
- Trace Indexing
- Counterfactual Trace
- Judgment Call
- Decision Trace Node Schema
- Decision Trace Edge Types
- Trace-to-Entity Relationship
- Actor Node Pattern
- Policy Version Edge
- Precedent Chain Pattern
Topic 10: Why Incumbents Will Struggle to Build Context Graphs¶
- Legacy System Bias
- Current State Bias
- Read-Path Limitation
- Write-Path Advantage
- Data Warehouse Gap
- AI Agent Execution Path
- System of Record Gap
- Incumbent Architecture Constraint
- Structural Advantage
- Purpose-Built System
- Integration Tax
- Data Silo
- Post-Hoc Context Capture
- Real-Time Context Capture
- Competitive Moat
Topic 11: Graph Data Modeling for Context¶
- Context Graph Node Types
- Context Graph Edge Types
- Temporal Edge
- Time-Stamped Property
- Bitemporal Modeling
- Slowly Changing Dimension
- Entity Linking in Context Graph
- Cross-Graph Reference
- Context Graph Index Design
- Context Graph Constraint
- Context Graph Migration
- Context Graph Versioning
- Context Graph Snapshot
- Subgraph Extraction
- Context Graph Merge
- Property Normalization
- Context Graph Cardinality
- Context Graph Relationship Design
- Event-Driven Graph Update
- Context Graph Test Pattern
- Bitemporal Query
- Valid Time
- Transaction Time
- Graph Constraint Enforcement
- Graph Schema Evolution
Topic 12: Integrating LLMs with Context Graphs¶
- LLM Integration Pattern
- Context Retrieval
- Relevance Ranking
- Semantic Similarity
- Vector Embedding
- Hybrid Retrieval
- Context Window Budget
- Context Compression
- Context Pruning
- Grounding Strategy
- Prompt Engineering with Context
- Few-Shot Context Injection
- Chain-of-Thought with Context
- Context Reranking
- Multi-Hop Retrieval
- Context Freshness Check
- Context Conflict Resolution
- LLM Output Validation
- Hallucination Mitigation
- Context-Aware Generation
- Structured Output with Context
- Function Calling Pattern
- Context Graph Tool Definition
- Streaming Context Retrieval
- Context Graph Prompt Template
Topic 13: Building a Context Graph System¶
- Context Graph Storage Layer
- Property Graph Database Selection
- Vector Index Layer
- Hybrid Storage Architecture
- Ingestion Pipeline Design
- Real-Time Ingestion
- Batch Ingestion
- Backfill Strategy
- Schema Evolution
- Context Graph SDK
- Context Graph REST API
- Context Graph GraphQL API
- Event-Driven Ingestion
- Event Streaming Integration
- Message Queue Pattern
- Context Graph Caching
- Context Graph Replication
- Context Graph Monitoring
- Context Graph Alerting
- Context Graph Performance Tuning
- Context Graph SLA
- Context Graph Deployment Pattern
- Context Graph Testing Strategy
- Context Graph Observability
- Context Graph Cost Model
Topic 14: AI Agent Architecture with Context Graphs¶
- AI Agent Loop
- Agent Planning
- Agent Memory Architecture
- Tool Use
- Agent Orchestration
- Multi-Agent System
- Agent Write-Back
- Agent Read Pattern
- Graduated Autonomy
- Human-in-the-Loop
- Agent Feedback Loop
- Agent Trace
- Agent Decision Log
- Agent Error Recovery
- Agent Retry Pattern
- Agent Rate Limiting
- Agent Authentication
- Agent Authorization
- Agent Sandboxing
- ReAct Pattern
- Plan-and-Execute Pattern
- Reflection Pattern
- Agent Evaluation
- Agent Benchmarking
- Agent Context Budget
Topic 15: Enterprise Use Cases¶
- Finance Automation Use Case
- Revenue Reporting Exception
- ARR Definition Conflict
- Sales Engagement Use Case
- Sales Playbook Precedent
- Engineering Incident Use Case
- Production Decision Record
- Legal Compliance Use Case
- Regulatory Audit Automation
- Customer Success Use Case
- Account History Graph
- Escalation Logic
- HR Workflow Automation
- Procurement Use Case
- Supply Chain Use Case
- Marketing Attribution Use Case
- Risk Management Use Case
- IT Operations Use Case
- Healthcare Workflow Use Case
- Financial Services Compliance
- Retail Personalization Use Case
- Manufacturing Quality Use Case
- Insurance Claims Use Case
- Government Process Automation
- Cross-Department Use Case
Topic 16: Compliance, Explainability, and Audit¶
- Regulatory Compliance
- Automated Decision Regulation
- GDPR Explainability Requirement
- Right to Explanation
- Audit Log
- Audit Trail Design
- Explainability by Design
- Post-Hoc Explainability
- Model Card
- Decision Record Format
- Data Retention Policy
- Data Purge Policy
- Compliance Reporting
- Algorithmic Accountability
- Bias Detection
- Fairness Audit
- Explainability Test
- Compliance Gap Analysis
- Governance Report
- EU AI Act
Topic 17: Market Landscape and Startup Strategies¶
- Full System Replacement Strategy
- Module Replacement Strategy
- New System Creation Strategy
- Beachhead Workflow
- Glue Function
- Exception-Heavy Workflow
- High-Headcount Signal
- Context Graph Startup
- Enterprise AI Market
- Trillion-Dollar Opportunity
- Sales Workflow AI System
- Finance Workflow AI System
- Engineering Workflow AI System
- Go-To-Market Strategy
- Startup Competitive Analysis
Topic 18: Organizational Adoption¶
- First Workflow Selection
- Change Management
- Stakeholder Alignment
- Decision Quality Metric
- Adoption Roadmap
- Pilot Program Design
- Success Criteria Definition
- ROI Measurement
- User Trust Building
- Human Review Workflow
- Escalation Policy
- Model Improvement Feedback
- Training Data from Traces
- Organizational Memory
- Knowledge Transfer
- Cross-Functional AI Team
- Center of Excellence
- Executive Sponsorship
- Adoption Barrier
- Adoption Accelerator
Cross-Cutting: Graph Theory and Algorithms¶
- Graph Neural Network
- Knowledge Graph Embedding
- Entity Disambiguation
- Named Entity Recognition
- Information Extraction
- Relation Extraction
- Semantic Triple
- Inference Engine
- Rule-Based Reasoning
- Transitive Closure
- Shortest Path Algorithm
- Community Detection
- Centrality Measure
- PageRank
- Graph Clustering
- Subgraph Matching
- Schema Matching
- Ontology Mapping
- Dublin Core Metadata
- JSON-LD
Cross-Cutting: Data Engineering and Infrastructure¶
- Data Mesh
- Data Product
- Data Contract
- Data SLA
- Data Observability
- SQL Transformation Tool
- Workflow Orchestration Tool
- Event Streaming Platform
- Graph Batch Processing
- Streaming Graph Update
- Multi-Model Database
- Document Store Integration
- Time-Series Integration
- Feature Engineering from Graph
- Knowledge Graph as Feature Store
- Graph-Based Recommendation
- Personalization Graph
- Session Graph
- User Journey Graph
- Change Data Feed
Cross-Cutting: LLM and AI Foundations¶
- Large Language Model
- Transformer Architecture
- Token
- Tokenization
- Prompt
- System Prompt
- Context Window Limit
- Temperature Parameter
- Top-P Sampling
- Fine-Tuning
- Reinforcement Learning from Human Feedback
- Instruction Tuning
- In-Context Learning
- Zero-Shot Prompting
- Few-Shot Prompting
- Prompt Injection Risk
- Context Injection Attack
- LLM Evaluation Metric
- BLEU Score
- Faithfulness Score
Cross-Cutting: Security and Trust¶
- Graph Security Model
- Row-Level Security in Graph
- Attribute-Based Access Control
- Zero-Trust Graph Architecture
- Data Masking
- Data Anonymization
- Differential Privacy
- Federated Learning
- Model Audit Trail
- AI Red Teaming
Cross-Cutting: Vector Search and Retrieval¶
- Vector Database
- HNSW Index
- Product Quantization
- Approximate Nearest Neighbor
- Embedding Model
- Sentence Transformer
- Dense Retrieval
- Sparse Retrieval
- BM25
- Context Graph ROI Model