What the audit finds in your vertical, and what Bot It fixes
Every category has its own set of attributes AI agents filter on. Here is what usually turns up missing, and what Bot It writes for you.
Fashion & Apparel
The audit usually finds options named "Title", no fabric or fit attributes, and titles like "Ocean Breeze". Bot It renames options, sets fabric, color, size type, target gender and age group from Shopify’s taxonomy values, and writes fit notes agents quote back to shoppers.
Consumer Electronics
Spec-driven queries need explicit data. The audit flags missing barcodes (the cross-retailer identity key), thin descriptions and unset compatibility attributes. Bot It writes the spec-dense description and attributes; it tells you where to get real GTINs rather than inventing them.
Home & Garden
Room-matching queries fail when dimensions, material and weight are blank. The audit lists them per product; Bot It fills material and color attributes, alt text that names the piece and the room, and weights needed for delivery estimates.
Beauty & Personal Care
Skin type, form and scent are category attributes agents filter on. Bot It sets them explicitly, writes ingredient-forward descriptions, and keeps claims inside what your listing already states. Nothing is invented.
Food & Beverage
Dietary preference, flavor and package size are filterable attributes. The audit finds them unset on most catalogs; Bot It fills them from the label text and photos and flags products still missing a barcode.
Sports & Outdoor
Activity, gender, size and material decide whether gear appears for "trail running shoes for wide feet". Bot It sets the taxonomy attributes, writes condition-aware descriptions, and tracks your rank for the queries you care about.
Jewelry & Accessories
Gift queries are intent queries. Bot It sets material, stone, color and occasion attributes, writes gifting context into the narrative, and makes sure every image carries alt text that names the piece.
Health & Wellness
Supplements need form, flavor, count and dietary attributes plus a real GTIN. The audit scores each; Bot It applies the attributes it can verify and leaves health claims to you.
Three queries, before and after
What a fashion catalog looks like to an agent before and after the audit closes the gaps.
Your vertical. Your products.
Your AI advantage.
The audit is free and shows you the gaps in your vertical in minutes. Live in the Shopify App Store today.