A globally known China-based commerce and cloud group

Turning inconsistent merchant-supplied listings into structured, comparable product records — attributes normalised, categories assigned, images checked against the item described. It is unglamorous and it decides whether search and recommendation work at all, because a recommender can only be as good as the catalog it reads.

Because product language is local. Category conventions, brand names, sizing and the vocabulary shoppers actually use differ by market, and a normalisation rule written elsewhere breaks quietly on all of them. Lifewood delivers this work through Mainland and Asia-Pacific centers with native-language reviewers.

A 95%+ accuracy SLA under the same dual-layer human-in-the-loop review as the rest of Lifewood's programmes, against a customer-approved gold set with a 95%+ inter-annotator agreement threshold. Catalog work is high-volume and repetitive, which is exactly the condition under which unreviewed quality decays.

Through the 50+ language and 40+ delivery center footprint, so a platform expanding into a new market gets the same standard applied by native speakers rather than starting a new vendor search. Scale here is about consistency across markets more than volume within one.