The Lighting Assistant separates a customer’s request into important requirements and softer preferences, then searches eligible Marketplace products for the strongest relevant matches.

Product type, categories, attributes, variations, price, stock, delivery context and other catalogue information can affect the result. Where a customer asks for “top” or “best” options, genuine Marketplace rating and sales signals can support ranking, but suitability remains the main factor.