How Wolldi Works

Wolldi is designed for searches such as “a quiet coffee maker for a small kitchen” or “wireless headphones under $200 with strong noise cancellation.” The service turns that request into a structured comparison rather than matching only exact words.

1. Understand the request

The search separates mandatory limits, preferred features, exclusions, price, category, brand, rating, and delivery requirements. Mandatory conditions are used to reject unsuitable results; preferences influence ordering.

2. Compare available product facts

Titles, brands, prices, ratings, availability, delivery estimates, and specifications come from connected merchants or product-data sources. Missing facts remain missing. Wolldi should not invent a specification to complete a comparison.

3. Rank and explain

Matching products receive a score based on the current request. The weight of price, relevance, quality signals, availability, and features can change with the intent of the search. The result should include a short reason rather than only a number.

4. Verify with the merchant

Wolldi helps narrow the decision, but the merchant controls the transaction. Confirm the final price, variant, compatibility, stock, delivery, warranty, and return terms on the merchant’s checkout page.

What happens when data is weak

A result may be omitted when it conflicts with a mandatory requirement or lacks enough evidence. A smaller honest result set is more useful than filling the page with unrelated products.

For the scoring principles, read the Ranking Methodology.