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Search & retrieval

  • Input → outputTexttoRanked results
  • ModelLiquid 350M + ColBERT
  • Runs onCloud GPU
  • What it doesIntent · expand · rescue · re-rank
Thermal layersMerino woolHiking packInsulated jacketWool socksFleeceGloveshiking stuff for cold weather|

Recoverreal intent.

Search intelligence that connects shopper intent to your catalog.

Searching Cedar Supply Co., a demo store with 100 products in 16 categories.

Cedar Supply Co. shelves

100 products in 16 categories. Every stage searches these.

electronics · 14

Smart Thermostat$200Wireless Earbuds Pro$180Fitness Tracker Watch$90Mechanical Keyboard RGB$130Wireless Mouse Ergonomic$50Noise Cancelling Headphones$250Webcam 4K Pro$100Kids Learning Tablet$130Bluetooth Speaker Portable$70E-Reader Tablet$140Portable Charger 20000mAh$40Smart Light Bulbs 4-Pack$45Wireless Charging Pad$20Smart Plug 4-Pack$30

kitchen · 12

Espresso Machine Automatic$450Pour Over Coffee Maker$40Cast Iron Skillet Set$60Chef Knife Japanese$90Air Fryer Digital$80Bamboo Cutting Board Set$30Glass Food Storage Set$35Electric Kettle Variable$70Cocktail Mixing Set$50Wine Glass Set Crystal$45French Press Coffee$30Spice Rack Organizer$35

home · 11

Fleece Sherpa Blanket$30Weighted Comfort Blanket$80Organic Cotton Throw$46Heated Electric Blanket$60Portable Space Heater$40White Noise Machine$40Essential Oil Diffuser$35Scented Candle Gift Set$39Indoor Herb Garden Kit$70Robot Vacuum Smart$300Air Purifier HEPA$150

outdoor · 11

Hiking Backpack 40L$90Camping Tent 2-Person$150Sleeping Bag Ultralight$120Trekking Poles Carbon$80Headlamp Rechargeable$35Portable Camp Stove$45Garden Tool Set$40Bird Feeder Cedar$45Hammock Double$80Bike Helmet LED$90Picnic Basket Wicker$70

accessories · 10

Cashmere Wrap Scarf$150Stainless Steel Water Bottle$30Travel Coffee Mug$25Insulated Lunch Box$28Leather Crossbody Bag$90Canvas Tote Bag$23Minimalist Wallet RFID$30Sunglasses Polarized$80Automatic Watch Classic$400Leather Belt Reversible$35

clothing · 8

Merino Wool Socks 3-Pack$35Flannel Pajama Set$43Puffer Jacket Recycled$120Cashmere V-Neck Sweater$130Performance Leggings$55Rain Jacket Packable$70Denim Jacket Classic$65Thermal Base Layer Set$80

fitness · 8

Yoga Mat Premium$39Resistance Bands Set$25Adjustable Dumbbells$300Foam Roller Recovery$20Massage Gun Percussion$130Jump Rope Speed$15Pull Up Bar Doorway$30Meditation Cushion$40

furniture · 6

Ergonomic Office Chair$350Standing Desk Converter$200Monitor Arm Mount$80Desk Organizer Bamboo$25LED Desk Lamp$40Cable Management Kit$15

bedding · 4

Down Alternative Comforter$90Silk Pillowcase Set$50Memory Foam Pillow$45Linen Sheet Set King$190

travel · 4

Travel Luggage Set$190Packing Cubes 6-Pack$20Travel Neck Pillow Memory$25Universal Travel Adapter$30

footwear · 3

Running Shoes Ultralight$130Waterproof Trail Runners$160Vintage Nike Cortez$90

toys · 3

Building Blocks Set 1000pc$40Kids Art Supply Kit$25Board Game Strategy$45

beauty · 2

Skincare Gift Set$70Beard Grooming Kit$35

stationery · 2

Journal Leather Bound$20Fountain Pen Set$50

nutrition · 1

Protein Powder Whey$45

books · 1

Plant-Based Cookbook$25

Classify the query before it reaches the index.

Or try an example:

Problem

Shoppers describe what they need, not how your catalog names it. A query like ‘cozy blanket’ can miss a Fleece Sherpa Blanket when the words don’t match. Ambiguous intent, empty results, and poorly ordered matches interrupt the journey from search to purchase. An empty page might mean the query needs help, or that the product simply isn’t stocked.

Solution

A fine-tuned 350M Liquid model classifies intent, expands queries, rescues phrasing mismatches, and re-ranks results. A ColBERT retriever matches query and product tokens. Products stay in the index, separate from the models, so catalog updates don’t require retraining. The demo lets you inspect each stage against the same catalog, including searches it cannot recover.

01

Match what shoppers mean.

Bridge everyday descriptions and catalog terminology before a query reaches the index.

02

Recover the right searches.

Separate a phrasing mismatch from a product you don’t stock. Rewrite when it can help.

03

Keep your catalog independent.

Update the product index as inventory changes. The query specialist stays the same.

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