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Your shoppers know what they want. Your search doesn't.

  • Tim Lang
  • Aug 18
  • 3 min read

Online shopping is flooded with inventory, and the connection between what a consumer truly wants and the words they type is broken. That is where intent-based discovery comes in - built into Skipify’s agentic commerce platform, we close the gap between searching keywords and what the consumer actually wants.


Imagine a shopper on your retail site right now - she's not searching for a specific style or SKU. She’s searching for a jacket that fits her lifestyle: one that’s waterproof for hiking, light enough to throw in a bag, and stylish enough to wear straight into a coffee shop. She types "lightweight jacket I can wear everywhere" into the search and hits enter.


Your search returns a long list of results sorted by keyword; somewhere in there is the perfect jacket, but it’s buried under options that are too heavy or too technical. She doesn't have the patience to dig them out and leaves.


That's not a bad-luck search result; it’s a failed understanding. It's the gap between keyword search and intent-based discovery — the difference between matching words to words and actually understanding what a shopper means. She doesn't leave because the jacket doesn't exist, she leaves because your search experience couldn't connect what she meant to what you carry.


The gap between how people shop and how search works


Most e-commerce searches, and even modern searches, are still built around matching words to words. A shopper types a term, your search scans product names, descriptions, and tags, and surfaces the closest textual match. That works fine when a shopper knows exactly what to call the thing they want.


But the reality is that's not how most people shop. People shop by feel: they describe what they're looking for in terms of mood, occasion, aesthetic, and context. "Something that feels polished but not stuffy." "Cozy but not casual." "Coastal grandmother vibes."


None of those map cleanly to a product title or SKU. As a result, your search fails them. The result isn't just a bad search experience; it's abandoned sessions, missed conversions, and shoppers who leave convinced you don't carry what they're looking for, even when you do.


Why intent-based discovery changes the game


Imagine if your search experience understood products the way a great sales associate does. This means not just by name and product description, but by how they fit into a shopper’s life: how they look, how they feel, when they’re used, and why someone would choose them. 


That's the shift intent-based discovery makes possible.


Instead of matching words to words, intent-based discovery understands meaning. Products are interpreted across different dimensions, such as emotional tone, aesthetic, style, and context of use. A search for "effortless weekend outerwear" doesn't just scan descriptions for a perfect text match; it actually finds the right products to surface because it understands the shopper’s intent.


The experience also gets smarter over time. As more shoppers interact, the system develops a richer understanding of how concepts relate to each other and to your catalog, surfacing connections that even your merchandising team might not have explicitly mapped. The shopper who couldn't find what she was looking for? She finds it … and she buys it.




What this means for Ella


These kinds of discovery capabilities are already built inside Ella, Skipify's agentic commerce platform.


Ella doesn't just help shoppers find products; she understands what they're looking for and connects them with products that genuinely fit their needs. For merchants like MiaMelon, where the product experience is deeply tied to aesthetic and feeling, that distinction matters enormously. A catalog full of beautifully designed outerwear is only as valuable as a shopper's ability to find the right piece for the right moment. Ella closes that gap immediately by bridging the way shoppers describe what they want to the products that actually deliver it.


The search bar is one of the first things shoppers use when they visit merchant websites. If the experience fails them, the rest of the customer journey may never happen. Ella’s intent-based discovery isn’t a feature upgrade - it’s a fundamentally different way of connecting shoppers to products, and it starts with the shopper’s language, not yours.


Contact us to learn how Ella can help your shoppers find exactly what they're looking for.

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