Q04 · Tools & LanguagesTrial▲ AcceleratingHorizon: 6-12 mo

Knowledge Graphs & GraphRAG for Product Catalogs

Structured product knowledge graphs combined with retrieval for discovery and service.

GraphRAG over a well-structured product knowledge graph (attributes, compatibility, substitutes) dramatically improves both search relevance and customer-service answer accuracy over plain-text retrieval.

Sequencing

Enables Agentic Customer Service

Knowledge Graphs & GraphRAG across other industries

Structured knowledge graphs paired with retrieval to cut hallucination on complex domains.

Data

From the Retail & Consumer Emerging Technology & Innovation Radar, Edition 2026.1, published 2026-10-01.

An independent, industry-agnostic radar curated by Shailesh Kumar.