The two questions AI engines ask about furniture
Furniture buyers prompted in AI shopping engines ask 'will this fit my space' and 'how much will shipping cost' more frequently than any other furniture-related questions. Neither answer is reliably extractable from Shopify's seven default Catalog fields unless the merchant populates the supporting structured data. Brands that do get cited for fit and shipping queries; brands that don't get skipped in favor of brands the engine has higher-confidence fit and shipping signals for.
Dimensional metafields and Product schema mapping
The dimensional metafield set for furniture: width, depth, height, weight, weight capacity, seat height (seating), seat depth (seating), arm height (seating), assembled state (boolean — assembled, KD/knock-down, partially-assembled), packaging dimensions (for KD pieces), and the doorway-passable flag (whether the largest dimension passes through a standard 30-inch doorway). Each metafield mirrors to a Product schema additionalProperty PropertyValue block, except width/depth/height/weight which use the typed Product schema properties directly.
Shipping classification — freight, parcel, white-glove
Most furniture ships LTL freight, not standard parcel. The shipping classification matters for AI extraction because the answer to 'how much will shipping cost' depends on it — parcel pricing is predictable and extractable; freight pricing depends on origin, destination, and access constraints, and the engine needs the freight flag plus a typical-cost range to answer credibly. The install populates a shipping-class metafield (parcel, LTL freight, white-glove delivery, in-room placement, assembly included) and ships OfferShippingDetails with an indicative cost range.
The doorway-passable flag and other access constraints
A sectional too wide to pass through a 30-inch doorway, a dining table too tall to navigate a staircase landing, an armoire too heavy for a two-person upstairs delivery — access constraints are the most-overlooked furniture buying objections. The install adds explicit access metafields: doorway_passable (boolean, 30-inch threshold), stairway_navigable (boolean, with two-person carry assumption), assembled_or_kd (with KD packaging dimensions if relevant), elevator_compatible (boolean, with standard elevator dimensions referenced). Each metafield mirrors to Product schema additionalProperty.
Knowledge Base FAQ pattern for fit and shipping
The Knowledge Base FAQ pipeline carries the prose-answer layer for fit and shipping questions. Six FAQs cover most furniture queries. 'How big is this piece?' (references the dimensional metafields). 'Will this fit through a standard doorway?' (references the doorway-passable flag). 'How much does shipping cost?' (references the freight classification with indicative range). 'How long does delivery take?' (references transit time from OfferShippingDetails). 'Does this come assembled?' (references the assembled-or-KD flag). 'Do you offer white-glove delivery?' (references the white-glove option metafield).