The Knowledge Graph Advantage
Why our relationship-aware AI outperforms traditional vector-based systems
The Relationship Problem
Almost every AI system today runs on a flawed piece of technology: vector databases. Vector databases flatten your data into disconnected "vectors" (see image), losing the critical relationships between concepts. This leads to hallucinations, factual errors, and limited reasoning.
Amphibian's knowledge graph approach preserves these relationships, enabling AI that truly understands your documents and all of its intertwined relationships.
Why Vector Retrieval Falls Short
Vector-based systems have fundamental limitations that knowledge graphs overcome.
Loss of Context
Vector embeddings compress rich, multi-dimensional information into fixed-length vectors, losing critical context and relationships.
Hallucinations
Without structured relationships, AI systems make up connections between facts, leading to confident but incorrect responses.
Limited Reasoning
Vector systems can't follow chains of logic across documents, making complex reasoning nearly impossible.
The Amphibian Approach
How we build relationship-aware AI that understands your data.
How Knowledge Graphs Work
Relationship Preservation
We explicitly model connections between entities, preserving the context that vectors lose.
Multi-hop Reasoning
Our system follows chains of relationships to answer complex queries that connect multiple facts.
Structured Knowledge
Information is organized in a way that mirrors how humans understand relationships between concepts.
Explainable Retrieval
The path through the knowledge graph shows exactly how information was retrieved and why it's relevant.
Explicit Relationships
Connections between entities are explicitly defined and typed
Contextual Understanding
Retrieves not just isolated facts, but related contextual information
Enhanced Reasoning
Enables multi-step reasoning by traversing the graph structure
Ready to Build Smarter AI?
Discover how Amphibian's knowledge graph technology can transform your AI development.