Search that understands
When a customer types “quick dinner tonight,” your store should show pasta sauces and stir-fry kits, not return zero results.
Beyond Keyword Matching
Traditional search fails when customers use natural language, synonyms, or describe what they need rather than exact product names. Our semantic search understands meaning, not just words.
How Semantic Search Works
Query expansion via LLM, 4096-dim vector embeddings + BM25 keyword search, a reranking model for precision, and customer popularity scoring. All in milliseconds.
LLM Query Expansion
Before searching, the LLM generates synonyms, related terms, and intent variations, so 'headache remedy' also finds ibuprofen, aspirin, and cold compresses.
Hybrid Vector + BM25
4096-dim MRL embeddings capture meaning; BM25 keyword scoring catches exact matches. A configurable balance lets you tune the mix per catalog.
Reranking Model
After initial retrieval, a dedicated reranker re-scores results for final precision, pushing the most relevant products to the top.
Popularity Scoring
Click and purchase signals feed back into rankings. Products customers actually buy get surfaced higher over time.
Product Essences
Each product gets an LLM-generated description covering functional, emotional, and experiential value, so the search understands outcomes, not just attributes.
Standalone Deployment
Use semantic search without the full assistant. Drop it into your existing search bar via API, boost specific brands, and tune weights in the dashboard.
Search That Actually Works
Real queries, real results. Each example shows what customers type and what the search returns. No keyword matching required.
"something for a quick weeknight dinner"
- Ready-made pasta sauces
- Fresh tortellini
- Pre-cut stir-fry vegetables
- Garlic bread
"healthy snacks for my kids' lunchbox"
- Apple slices with peanut butter cups
- Yogurt tubes
- Whole grain crackers
- Dried fruit mix
"I'm hosting a BBQ this weekend"
- Beef burger patties 8-pack
- Charcoal briquettes
- Brioche buns
- Coleslaw kit
"cozy morning drink that isn't coffee"
- Hot chocolate mix
- Chai tea concentrate
- Golden turmeric latte
- Matcha powder
Replace keyword search in minutes
Upload your product catalog and see semantic search results on your own data. No engineering required for the proof of concept.