Real-World Showcases

See how SwarnDB solves real business problems across industries.

Social MediaStandard

Social Network Friend Discovery

10,000 users, 8 communities, typed follow edges plus interest ranking

Typed Social EdgesGraph TraversalCross-Community ReachEdge CRUD and Provenance+2

Retail & E-commerceStandard

E-commerce Product Recommendations

5,000 products, typed BOUGHT_WITH edges, price-filtered in one call

Typed Behavioral EdgesHybrid QueryCross-Category Co-PurchaseFilter-Then-Search+2

EntertainmentAdvanced

Music Streaming Playlist Generation

Typed co-listen edges plus MMR diversity over a graph frontier

Vector SearchTyped Co-Listen EdgesMMR Diversity (Vector Math)Hybrid Query

EnterpriseAdvanced

Knowledge Base with LLM-Extracted Graph

Typed entities and edges extracted from your documents, with provenance

Vector SearchLLM Extraction (BYOK)Typed Entities and EdgesHybrid Query

Financial ServicesComplex

Fraud Ring Identification

Typed money-movement edges with provenance and audit history

Typed Money-Movement EdgesRing TraversalDrift DetectionGhost Detection+1

ManufacturingAdvanced

Supply Chain Risk Propagation

5-tier dependency analysis over explicit typed edges

Typed Dependency EdgesGraph TraversalRisk PropagationMulti-tier Analysis

PharmaceuticalHighly Complex

Molecular Similarity and Scaffold Families

Vector-only similarity, plus authored shared-scaffold edges

Fingerprint Similarity (Vector-Only)SLERP InterpolationCentroid ComputationAuthored Scaffold Edges+1

CybersecurityComplex

Cyber Threat Intelligence

Authored kill-chain edges with provenance and temporal validity

Vector SearchTyped Kill-Chain EdgesTemporal and Quality-Aware TraversalHybrid Reconstruction Query

AcademiaHighly Complex

Research Paper Discovery Engine

Real CITES edges, traversed and ranked by meaning

Vector SearchTyped CITES EdgesCross-field TraversalHybrid Query