GraphOntologyrelationship intelligence layer

Edges as evidence

Relationship Reasoning

Relationship reasoning evaluates paths between entities, detects inferred links, and keeps the explanation chain visible.

Edges should behave like inspectable evidence, not hidden associations. A useful reasoning path names every hop.

relationship model

Direct links remain distinct from inferred links.

Confidence belongs on edges and claims, not as an opaque global score.

Traversals should be explainable to builders and auditors.

operational artifacts

What this layer makes inspectable.

path reasoning demo

This example artifact shows the graph pattern without exposing proprietary ontology weights, private entity maps, hidden prompts, or internal orchestration logic.

edge confidence table

This example artifact shows the graph pattern without exposing proprietary ontology weights, private entity maps, hidden prompts, or internal orchestration logic.

inference boundary notes

This example artifact shows the graph pattern without exposing proprietary ontology weights, private entity maps, hidden prompts, or internal orchestration logic.

reasoning chain

Explain the path behind a claim.

path reasoning demo

Every answer keeps the relationship chain visible.

hop 1

Ontology

hop 2

Semantic Edge

hop 3

Relationship Reasoning

hop 4

Explainable Claim

Inferred links remain labeled separately from extracted relationships. The public demo shows the pattern, not private weights or operational heuristics.

developer posture

Patterns for implementation without leaking private systems.

Stable identifiers

Give entities durable IDs before adding inference. A graph that cannot distinguish identity from mention cannot safely reason over relationships.

Typed semantic edges

Use edge labels that are specific enough to constrain traversal. A vague connection is weaker than a typed relationship with provenance.

Inspectable outputs

Show entities, types, attributes, relationships, edge labels, confidence, provenance, and inferred links as separate fields.
Return to graph root

reusable graph explorer

Inspect, adapt, report, and embed ontology graphs from one shared package.

GraphOntology.com is the public shell. Host apps keep ownership of their data, adapters, permissions, and runtime state while the explorer provides a consistent inspection surface.