Building the Future Of
.

Baking the models and tools for generative AI and search at scale.

Search the entire English-speaking Wikipedia on a 20$ machine.

Used by

Use Advanced Retrieval Instantly

Our state-of-the-art embedding and reranking models work together seamlessly to support your application requiring RAG or search. They're easy to use and to integrate with your existing application to build powerful AI applications.

Documentation API Reference

Improve Your Search for Every Use-Case

We build great models to boost your search results in every use-case, so you can focus on what's important to your business and users.

E-commerce

Boost product search, increase conversion rates, and improve user experience

Retrieval Augmented Generation

Enhance RAG systems, reduce hallucination, improve content quality

Content

Improve recommendation systems, deliver more relevant content

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Original Results

Rank	Product	Price	Color	Category	Description	Brand	Size
1	Eco-Friendly Organic Tee	$39.00	Natural	Tops	Fair Trade Certified organic cotton	Patagonia	S,M,L,XL
2	Classic Hoodie Sweatshirt	$65.00	Olive	Tops	Heavy-weight cotton blend fleece	Champion	M,L,XL
3	Durable Henley Shirt	$24.99	Rust	Tops	Durable cotton jersey, 3-button placket	Carhartt	M,L
4	Cozy Fleece Pullover	$99.00	Heather Gray	Tops	Recycled polyester fleece, zip neck	The North Face	S,M,L,XL
5	Athletic Graphic T-Shirt	$34.99	Gray	Tops	HeatGear fabric, 4-way stretch	Under Armour	S,M,L,XL
6	Luxury Cable Knit Pullover	$980.00	Cream	Tops	Luxury wool blend, signature design	Gucci	S,M,L
7	Essential Crew Neck T-Shirt	$24.99	White	Tops	100% cotton, soft jersey fabric	Nike	M,L,XL
8	Sleek Sleeveless Turtleneck	$150.00	Black	Tops	Merino wool blend, slim fit	Theory	S,M,L
9	Trendy Cropped Top	$25.90	Blush Pink	Tops	Stretchy ribbed fabric, slim fit	Zara	S,M
10	Premium Cashmere Sweater	$2,495.00	Camel	Tops	Ultra-soft Italian cashmere	Brunello Cucinelli	M,L
11	Non-Iron Dress Shirt	$92.00	White	Tops	Supima cotton, wrinkle-free finish	Brooks Brothers	S,M,L,XL
12	Casual Long Sleeve Tee	$29.50	Burgundy	Tops	Soft cotton jersey, relaxed fit	Levi's	M,L
13	Soft Cashmere Turtleneck	$99.90	Black	Tops	100% cashmere, lightweight warmth	Uniqlo	M,L
14	Merino Wool Crewneck Sweater	$98.00	Navy	Tops	100% merino wool, medium weight	J.Crew	M,L,XL
15	Slim Fit Training T-Shirt	$35.00	Forest Green	Tops	Sweat-wicking performance fabric	Gymshark	S,M,L
16	Everyday Cotton T-Shirt	$17.99	Light Blue	Tops	Slim fit, 100% cotton	H&M	M,L,XL
17	Performance V-Neck Tee	$29.99	Black	Tops	Moisture-wicking polyester blend	Adidas	S,M,L
18	Classic Fit Polo Shirt	$89.50	Navy	Tops	Premium pima cotton pique	Ralph Lauren	M,L,XL
19	Premium Rib Tank Top	$28.00	White	Tops	Supima cotton, ribbed texture	Everlane	S,M,L
20	Versatile V-Neck Pullover	$59.95	Charcoal	Tops	Cotton-modal blend, soft touch	Gap	S,M,L,XL

Reranked Results

Open Source And High Performance

Our open-source models are trusted by millions of developers and researchers worldwide.

We’re Building at the Frontier of AI and Making It Usable for You

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Model Development

Embedding & Reranking Models

We train state-of-the-art custom models to generate embeddings and perform reranking that capture the nuances of different domains. Our models go beyond text data to include product embeddings, table embeddings, and more.

Deployment

Scalable Inference

We build custom inference engines for our models to ensure low latency and high throughput. The inference engine can be deployed everywhere. We research novel compression and inference techniques to make our models more efficient.

Performance

Knowledge Distillation

Knowledge Distillation helps us to reduce model size to deliver increased performance and significantly reduced latency, achieving up to 40x faster responses.

AI System Monitoring

Comprehensive AI Performance Observation

Monitoring and evaluating the performance of AI retrieval systems is the key factor for gaining insights into system efficiency and user interaction, ensuring optimal performance.