Bundles and subscriptions
Bundles and Subscription Products: Explain Exactly What the Buyer Receives
Separate initial shipment, recurring items, frequency, one-time and subscription prices, substitutions, cancellation, and component availability.
Industry playbooks
The important product facts change with the category.
A skincare serum, docking station, dining table, and subscription bundle should not use the same AI-visibility checklist. Start with the facts buyers use to rule products in or out.
Collectibles and limited editions
Collectibles and Limited Editions: Authenticity, Availability and Release Data
Distinguish edition size, numbered status, preorder timing, purchase limits, included items, authenticity evidence, condition, and restock policy.
Consumer electronics
Consumer Electronics: Compatibility Beats Marketing Copy
Use a USB-C dock to publish host compatibility, ports, display limits, power, included accessories, firmware, and model-specific exclusions.
Footwear
Footwear: Width, Fit, Use Case and Variant Accuracy
Use a Chelsea boot to connect size conversion, width, last shape, material, outsole, weather limits, care, and live variant availability.
Furniture and homeware
Furniture and Homeware: Dimensions, Materials and Delivery Constraints
Use an extendable dining table to publish closed and open dimensions, clearances, materials, seating, assembly, packaging, delivery, returns, and natural variation.
Supplements and wellness
Supplements: Handle Claims, Dosage and Safety Information Correctly
Make formula, serving size, allergens, warnings, testing, market, and permitted claims explicit without turning AEO work into unsafe health marketing.
Apparel
Apparel: Make Size, Fit and Material Understandable to AI
Use a specific overshirt to turn fit language, fiber content, measurements, care, weather limits, and variant availability into comparison-ready product facts.
Beauty and skincare
Beauty: Publish Ingredients, Skin Types and Usage Evidence
Structure a serum page around formula identity, ingredient list, concentration where supportable, skin suitability, usage, exclusions, volume, and regulated claim boundaries.