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Products and ecommerce recommendationssearchstrategytuning

Product recommendation settings

Ecommerce → AI configuration decides how the bot turns a question into a shortlist of products.

Search strategy

OptionHow it worksSuited to
Product Search Only (default)Searches product records directlyTitles and descriptions that are rich and specific
Product Search with Category FallbackTries products first, then falls back to categoriesCatalogs where some questions are better answered by a category than by one product
Category Search OnlyMatches the question to a category, then shows its productsLarge catalogs of similar items, or thin product descriptions

New chatbots start on Product Search Only. Category Search Only returns nothing when your categories are empty, so check Ecommerce → Categories before choosing it.

Product Title Search Finetuning

Describe how your product titles are structured, so the AI knows which part is the product name:

Brand - Product name - Variation

If your titles read GreenCo — Monstera Deliciosa — 60 cm, saying so stops the AI treating the size as part of the product name.

This field is shown for the two product-based strategies.

Category Search Finetuning

Extra instructions for category search. Shown when a strategy that uses categories is selected. Use it for the vocabulary gaps between how you name categories and how customers ask:

Customers say “office plants” for the Houseplants category. Treat “gifts” as a request across all categories rather than as a category.

Enhanced Product Detail Prompt

Extra instructions for how recommendations are written up. This shapes presentation, not selection:

Always mention light and watering needs. Say if a product is on sale. Do not claim a delivery date.

Keep it short. Long instructions here make replies wordy and slow.

Brand awareness

Turn on Brand awareness when you sell branded goods and customers ask by brand. It tunes product search to the brands in your catalog and adds a Brands page to the Ecommerce menu, where you choose which brands stay available.

See Categories and brands.

Do not recommend unavailable products

With this on, the bot skips products your feed marks as out of stock. It depends on the availability field being present in your feed — without it, nothing is filtered. See Product feed field reference.

How to tune without guessing

  1. Collect ten real questions from Chat conversations that returned poor or no products
  2. Change one setting
  3. Ask the same ten questions on the Demo page
  4. Keep the change only if more of them improved
  5. Check Chats with Products and Conversion Rate on the Dashboard a week later

When settings are not the problem

If most questions return nothing, look upstream first:

  • No products imported for the visitor’s language
  • Descriptions that only list specifications
  • Missing product_type values, leaving categories empty
  • Do not recommend unavailable products on, combined with a feed where availability is wrong or missing

See Product feed field reference.

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