Beyond Vector Search

Intelligence Through Relationships

Traditional vector search finds similar text. GraphRAG understands your business—entities, relationships, and how they connect.

Vector Search
"Find documents mentioning 2x4 lumber"
GraphRAG
"Which jobs use 2x4 lumber from vendor X that are over budget?"

The Universal Pattern

Every industry has the same underlying graph structure. The entities change, the relationships stay similar.

VENDOR
supplies
ITEM
used_in
JOB / ORDER
impacts
OUTCOME

Industry Applications

See how GraphRAG transforms questions in your industry

Construction & Trades

Key Entities: Jobs, Accounts, Contacts, Documents, CostItems, Payments, Files

Problem → GraphRAG Solution

"Which jobs use materials from delayed vendors?"

Job → CostItems → Materials → Vendor → Delivery Status

"What's our margin on kitchen remodels?"

Project Type → Jobs → CostItems → Labor → Actual vs Estimated

"Find alternative suppliers for this material"

Material → Specs → Compatible Items → Qualified Vendors

Relationship Queries You Can Ask

  • What materials do we typically use for kitchen remodels?
  • Which vendors have the best pricing for electrical supplies?
  • Show me cost overruns linked to material price changes

Why GraphRAG Over Vector Search?

CapabilityVector SearchGraphRAG
Find similar documents
Traverse relationships
Multi-hop queries
Entity resolutionLimited
Explain reasoning
Business context

The Aethyr Difference

Sovereign

Your graph lives in YOUR infrastructure. We provide the engine, you keep the intelligence.

Symbolic

We don't just embed vectors. We extract entities, relationships, and meaning that mirrors how you think about your business.

Decentralized

Edge to core. Works offline, syncs when connected. Sub-10ms queries at the edge.

What GraphRAG Means For You

Technical Leaders

"GraphRAG combines the flexibility of semantic search with the precision of structured queries. Ask questions about relationships, not just keywords."

Business Leaders

"Stop searching for documents. Start asking questions about your business. "Who's affected?" "What's connected?" "What should we do?""

Executives

"Your competitors are still doing keyword search. GraphRAG gives you intelligence—understanding how your business actually works."

Vector search tells you what you have.

GraphRAG tells you what it means.

Ready to See GraphRAG in Action?

Discover how relationship intelligence can transform your data.