Universe knowledge layer
Data you can trace. Relationships agents can reason over.
Hallon builds a structured knowledge layer — Universe — across retail, industrial products, and suppliers. Agents run continuously in the background, identifying entities, mapping relationships, and surfacing what matters.
Universe entities and domains.
Universe is the knowledge layer. Inside it, agents structure and monitor entity types across three domains:
Retail Products
Competitor SKUs, prices, promotions, assortment. Agents match your products to competitors, cluster by category, and detect changes.
Category, pricing, and merchandising
Manufacturer Products
Industrial lubricants, specifications, certifications. Agents map food-grade greases, identify alternatives, and link to evidence.
Distributors and maintenance teams
Suppliers
Contractor and vendor entities. Agents monitor tax status, bankruptcy, credentials, and surface risk before it becomes your problem.
Facilities, procurement, and property
Agents build the knowledge layer.
Universe is not a database you query. It is an intelligence layer that agents maintain, interpret, and act on:
Continuous understanding
Agents run in the background, collecting from public sources, matching entities, identifying relationships, and updating the Universe as markets change.
Reasoning over relationships
Not just entities and attributes. Agents understand same_as, alternative_to, successor, supplies, competes_with, and why each relationship holds.
Evidence-linked
Every value, relationship, and status change carries the source document, retrieval date, and a statement of how far it can be trusted. No inferred guesses.
Built for teams who need evidence, not dashboards.
Request early access to Universe for your domain, or tell us which entity types and relationships you need agents to track.
Request early access