Visual Discovery & Smart Search represents the next generation of on-site navigation for PrestaShop. In 2026, where “search” has evolved into “discovery,” this module moves beyond simple keyword matching to offer an intuitive, image-driven experience.
For mybox users running large catalogs, this technology is the most effective way to reduce “bounce rates” from the search bar and increase the average order value (AOV) by showing customers exactly what they are looking for-even if they don’t know the exact name.
Table of Contents
What is Smart Search & Visual Discovery?
In 2026, Smart Search is powered by Natural Language Processing (NLP) and vector-based matching. It understands “blue waterproof hiking boots” as a set of attributes rather than just three separate words.
Visual Discovery complements this by using “Discovery Tiles” and image-based suggestions within the search dropdown. Instead of a list of text links, the user sees a gallery of products, categories, and even “Style Collections” as they type.
Main Benefits for E-commerce on mybox
- Reduced “Zero Results” Pages: Typo tolerance and synonym mapping ensure that a search for “iphne” still brings up the latest Apple smartphones.
- Faster Path to Purchase: Visual tiles allow users to jump directly to a category or a specific product variant from the search bar.
- Intent-Based Merchandising: You can “boost” high-margin products or specific brands so they appear at the top of the search results for relevant queries.
- Mobile-First UX: In 2026, over 80% of PrestaShop traffic is mobile. Visual Discovery uses large, tappable tiles that are much easier to navigate than tiny text links.
How Smart Search Works in 2026
The module creates a secondary Search Index on your mybox server. This index is optimized for speed and doesn’t put a load on your main SQL database during a search.
- Field Weighting: You can tell the search engine that a match in the “Product Title” is 5x more important than a match in the “Description.”
- Stemming & Synonyms: The engine understands that “running,” “runs,” and “runner” are related, and that “sneakers” is a synonym for “trainers.”
- Behavioral Learning: If 90% of people who search for “summer” click on “Shorts,” the engine will automatically move shorts to the top of the results for that term.
Merchandising: Boosting Your Margins
Smart Search allows you to act as a digital shopkeeper. You can set rules to influence what the customer sees:
| Rule Type | Action |
| Brand Boost | Automatically move Nike products to the top during a “sale” month. |
| Stock Priority | Push products with high stock levels to the top and hide out-of-stock items. |
| New Arrivals | Give a 20% visibility boost to products added in the last 30 days. |
| Margin Push | Boost products that have a profit margin higher than 40%. |
Zero Results: Turning a Dead End into a Sale
In 2026, a “No results found” page is a lost customer. Smart Search handles this gracefully:
- “Did you mean?” suggestions.
- Alternative Products: “We don’t have that specific model, but you might like these similar items.”
- Popular Categories: Show tiles for your most popular collections to keep the user browsing.
Performance and Core Web Vitals
To maintain a “100/100” score on mybox, the Visual Discovery module uses:
- Asynchronous Autocomplete: The search suggestions load in the background, so they don’t block the rest of the page from loading.
- Lazy-Loaded Thumbnails: Images in the search results only download as the user interacts with the search bar.
- PHP 8.5 Optimization: The 2026 version of the module is fully optimized for the latest PHP engine, ensuring search results appear in under 100ms.
Step-by-Step Configuration on mybox
- Index Generation: Go to the module settings and run the “Full Index.” On mybox, this is typically very fast due to NVMe storage.
- Field Weights: Set your priorities (Title > Tags > SKU > Description).
- Visual Tiles: Enable “Discovery Tiles” for your top 5 categories (e.g., Men, Women, Sale, New, Brands).
- Synonym Mapping: Add local variations (e.g., “cell phone” = “mobile”).
- Analytics Sync: Connect the search events to your PrestaShop Stats or Google Analytics 4 to track “Search Conversion Rate.”
Summary
Visual Discovery & Smart Search transforms the search bar from a simple tool into a powerful sales assistant. By combining intelligent intent matching with high-quality visual cues, it ensures that your mybox store provides a modern, fast, and highly converting experience that meets 2026’s demanding e-commerce standards.