Our Approach

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.

Knowledge Graph vs Vector Embeddings

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.

Knowledge Graph Example

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.