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How Pulse matches you with the right provider — semantic AI search vs keyword lookup. BizNode Pulse uses embedding-based...

DEV Community·shashikanth ramamurthy·22 days ago
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When it comes to matching clients with the right service providers, keyword-based search often falls short. It's like trying to find a needle in a haystack — you might find a few similar-looking pieces of hay, but rarely the actual needle. That's where semantic AI search, like the one used in BizNode Pulse, shines. Pulse uses embedding-based matching — a technique that goes beyond simple keyword matching by understanding the meaning behind the words. Instead of just looking for exact matches or overlapping keywords, it identifies the closest semantic match between a client's need and a provider's capability. This means you're not just matching on surface-level terms, but on the intent and context of what's being asked. Let’s say a client is looking for a "web developer who can build a custom e-commerce solution." A keyword search might return any developer who has the word "web" or "e-commerce" in their profile — even if they're not actually experienced in building custom solutions.…

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