How a record is organised.

Product naming, codes and category, plus the brand profile (history, headquarters, ownership, positioning).

How many product images were found, how many MaterialGraph holds a copy of, and which one leads.

Primary material, finish and composition breakdown with percentages, plus leather, wood species, grade and cut, fibre and abrasion.

The color the brand sells it as (name, code, declared hex, LRV) and what MaterialGraph works out from it (OKLCH, family, nearest RAL and Pantone) — from the declared hex for paint, otherwise from the imagery. Image-read color is likeness, not specification.

Structured dimensional data with typed measurements per component.

The choices a buyer makes to reach one orderable item: option axes, defaults, option counts, and the sizes, thicknesses and finishes the brand lists.

Design-led descriptors for finding products by feel: style, mood, character, product shape, pattern (including what it's made to look like), sheen, texture, treatment, metallic tone and light transmission.

Paint, primer, stain, sealer, and wet-applied coating chemistry, application, and film properties.

Tile, slab, mosaic, trim, stone, and resilient surface format details used for selection and installation.

Textile and wallcovering construction, backing, finish treatment, dye method, roll width, repeat and match, openness, and orientation properties.

Light output, color rendering, color temperature and diffuser.

Power, voltage, load and control properties, and whether the plate is screwless.

Mounting, wiring, and install-condition requirements needed to specify and fit the product correctly.

Sound absorption, transmission, and noise reduction properties. The acoustic consultant's block.

Reaction to fire classification, flame spread, and smoke development. The fire engineer's block.

Where, how, and under which conditions a product can be used, installed, applied, or specified.

Published test results against named standards, and the headline figures specifiers filter on: slip, wear, hardness, water absorption, and stain and chemical resistance.

What the fitting is: fixture type, lamping, features, light count and maximum wattage. Light output is in Photometric.

Ingress protection (IP) rating against dust and water.

Environmental health, lifecycle, disclosure, circularity, carbon, social-impact, and sustainability certification indicators, plus the brand's catalogue feature badges.

Regulatory certifications, CSI MasterFormat section with its OmniClass and UniFormat codes, and where the product is made.

Published lead times and the item's Material Bank catalogue status; current stock is the supplier's to confirm.

Cost information for budget alignment. The cost consultant's block.

Whether a physical sample can be ordered, and where from.

Order units, box/roll/can packaging, coverage, pieces, weights, and sample-size logistics.

Brand-level specification-channel signals: Material Bank presence, samples, trade programme, BIM resources, and continuing-education support.

Warranty terms, expected lifespan, and the brand's cleaning and maintenance guidance. The facilities manager's block.

Cleaning, disinfection, healthcare maintenance, and chemical compatibility characteristics.

3D models, CAD drawings, and BIM objects for design tools.

The spec sheet, installation guide and declaration of conformity among the product's downloads, and how many downloads there are.

Brand-level public URLs and contact channels: homepage, email addresses, phone, press kit, and brand guidelines.