Insights from Wizzy

E-commerce insights, AI search strategies, and product discovery trends to help you stay ahead of the competition.

Featured Article

Ecommerce Search Architecture: A Modern Reference Stack (2026)

Ecommerce search breaks when it’s treated as a tool instead of a system. At small scale, feature-driven search works well enough. As catalogs grow, queries diversify, and AI layers are added, that framing collapses. Teams respond by stacking fixes—synonyms, rules, boosts—without addressing the underlying structure. Most modern search failures are not caused by weak algorithms....

December 29, 2025

Alok Patel

All Articles

AI Search

Search Relevance Optimization: How Ecommerce Brands Improve Product Findability

Search relevance is no longer just a feature of the site search bar—it has become a core revenue engine that determines how efficiently shoppers discover products, how well marketing dollars convert, and how quickly inventory moves. In modern ecommerce, search relevance sits at the intersection of shopper intent and business performance, and brands that optimize...

December 29, 2025

Alok Patel

AI Search

RAG Search: Retrieval-Augmented Generation for Accurate, AI-Powered Search

Traditional search—whether keyword-based or vector-based—retrieves relevant documents, but it cannot generate answers or synthesize information. LLMs can generate answers, but without grounding, they often produce hallucinations or confidently incorrect responses. This gap between retrieval and generation has driven the rapid rise of RAG (Retrieval-Augmented Generation) as the new standard for intelligent search systems. Industry data...

December 23, 2025

Alok Patel

AI Search

Choosing an Ecommerce Search Engine: A Practical Decision Framework

Choosing an ecommerce search engine is one of the most expensive decisions teams make—often without realizing it. Once search is live, it becomes deeply embedded in product discovery, merchandising, and conversion. If it’s wrong, teams don’t replace it; they work around it. Most search engines look fine at launch. Problems show up later: relevance degrades,...

December 22, 2025

Alok Patel

AI Search

Vector Search Explained: How It Works and Why It Powers Modern AI

Search is evolving from matching words to understanding meaning. The older keyword-based approach worked when information was mostly textual and users phrased queries in predictable ways. But today’s data environment looks very different. Most enterprise information now sits in unstructured formats— long-form documents, chat transcripts, images, product catalogs, logs, audio clips, and videos—none of which...

December 1, 2025

Alok Patel

AI Search

AI Product Search: Technology, Use Cases & Implementation

Product search is the highest-intent moment in ecommerce — but most stores still rely on old keyword systems that miss context, misunderstand queries, and often return irrelevant or zero results. This leads to frustrated shoppers and missed revenue. AI product search fixes this by understanding meaning, not just words. It interprets intent (“dress for beach...

November 24, 2025

Alok Patel

AI Search

How to Use Search Data to Plan Promotions and Bundles on Shopify

Most Shopify merchants plan promotions and bundles based on intuition — seasonal trends, supplier pushes, or what competitors seem to be doing. But the most powerful indicator of what your customers actually want is already inside your store: your search data. Every search query reveals real-time demand. When someone types “linen shirt,” “baby gift set,”...

November 14, 2025

Alok Patel

AI Search

How to Identify & Fix Zero-Result Searches

Every time a shopper sees a “No results found” message, it’s a lost sale waiting to happen. Studies show that zero-result searches can contribute to a 10–15% drop in on-site conversions, especially when visitors fail to find what they’re looking for within the first search attempt. Yet, most ecommerce brands treat these instances as minor...

November 7, 2025

Alok Patel

AI Search

A Guide To Zero-Result Searches In Ecommerce Store

The Hidden Cost of “No Results Found” Picture this: a shopper visits your store, types “black midi dress” into the search bar—and gets hit with a stark message: “No results found.” Within seconds, they leave. You just lost a potential customer who was ready to buy. This seemingly small experience—known as a zero-result search—is one...

November 4, 2025

Alok Patel

AI Search

Internal Search Engine Guide: Features, Selection & Trends

When shoppers land on your website, they don’t have time to browse endlessly—they want to find what they’re looking for instantly. This is where an internal search engine becomes a critical tool. An effective internal site search engine not only helps visitors locate products or content quickly but also drives conversions, boosts engagement, and reduces...

October 13, 2025

Atul Jakhar

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