Retrieval & search
·10 min read
RAG over product catalogues: turning PIM data into answers that hold
Product data is structured, so chunking it like PDFs fails. How to serialize PIM attributes, route spec questions to filters and keep answers exact.
Blog/Tag
Articles about PIM
5 articles tagged PIM, newest first. Each one is sourced and written for people who ship.
Web engineering
·8 min read
PIM data quality with LLMs: ETIM classification, normalization and dedup
How to raise PIM data quality with LLMs: ETIM and ECLASS classification, unit and language normalization, duplicate detection and a stewardship queue.
- PIM
- Data quality
- ETIM
Web engineering
·9 min read
Supplier data onboarding with LLMs: price lists, PDFs and certificates
How to onboard supplier product data with LLMs: deterministic BMEcat and Excel imports, PDF price list extraction, GTIN validation and supplier scorecards.
- Supplier onboarding
- PIM
- BMEcat
Web engineering
·9 min read
Digital Product Passports with LLMs: extracting and assembling ESPR data
Where the Digital Product Passport stands in October 2026, which data a DPP record needs, and how LLMs extract supplier evidence without inventing values.
- Digital Product Passport
- ESPR
- Compliance data
Web engineering
·12 min read
LLM product data enrichment: attributes, evidence and review
Grounded LLM enrichment for PIM attributes and copy: source spans, schema-checked output, confidence routing, provenance and cost per 1,000 SKUs.
- Product data enrichment
- PIM
- Structured outputs