Catalogue questions
Nobody can answer it without opening the PIM
Three questions that arrive during a first meeting:
Answering any of them means opening the PIM, exporting a subset, filtering it in Excel, trying to remember what ready means for that market, and usually getting it wrong.
Enterspeed Core is the AI data orchestration platform that composes your product data into one model, and Catalogue Agent is how your team asks it questions. It reads the question in the assistant they already have open, queries the composed model with role-based access enforced at query time, and returns an answer with citations back to the actual record and field.
Nobody logs into another system and nobody exports anything, and the answer is right because the query ran against the same model that serves the storefront.
How it works
One question, three systems, citations on the answer
Catalogue Agent works with any large language model, so the question is asked in whichever assistant the organisation already uses.
Step one
Question asked
The model interprets the intent and calls Catalogue Agent with structured parameters: market, channel, completeness threshold, missing attribute.
Step two
Query composed
Catalogue Agent queries the composed model in Enterspeed Core, which holds the master record with per-market extensions, composed rather than merged. A user restricted to one brand or region sees only what their role permits.
Step three
Answer returned
Back comes a structured result: the count, the affected SKUs, the fields that are missing or incorrect, and citations to the source record.
Step four
Answer written
The model turns that structure into a sentence in the thread. The person who asked clicks through to the product record and sees which field is incomplete.
A single query can ask for products complete for the Finnish B2B portal without conflating the Finnish consumer catalogue or the Swedish B2B one.
Scope
The master data and the stable reporting stay where they are
Catalogue Agent answers the question someone asks in the moment, with citations back to the record.
Catalogue Agent carries
- The translation from a natural-language question into a query
- The access check, applied as the query runs
- The citation back to the record and the field
- The question that was not on the dashboard when it was asked
Your systems keep
- Your PIM: the product master and the taxonomy
- Your ERP: pricing, stock and vendor data
- Your asset management system: the images and documents
- Your BI tools: stable KPI tracking, compliance reporting and auditable snapshots
Catalogue Agent enforces the access rules you define in Enterspeed Core, so the assistant inherits the access model you already maintain.
