Answer engines increasingly recommend and transact. Publishing customer‑language, structured, and consistent product attributes turns brands into sources that AI cites, trusts, and showcases. This helps shoppers move from question to purchase with confidence.


Your site speaks SKU; AI engines speak in the language of your customer.
Pages and schema miss occasion, aesthetic/vibe, and fit/feel/flow. These are the signals models look for.
Facts drift between PDP, schema, and feed; trust drops and you’re not cited.
Variants aren’t modelled; LLMs and crawlers can’t associate size/colour families with one product truth.
Local language gaps (jumper/sweater; burgundy/wine; UK↔EU↔US sizes) hurt relevance by market.



We deliver variant-aware schema, customer-language attributes and snippets, locale rules (synonyms + size conversions), and parity monitoring.

We align with your CMS, PIM, and feed tools via file or API; we don’t touch ad accounts.

Governance: accuracy targets (≥95% on critical attributes), approvals, SSO/SCIM, audit logs, rollbacks.

Freshness goals measured in minutes from source change → PDP → schema → feed.

See what Mapp Fashion can do for your business…