# Shaped

> Shaped provides cloud-hosted hybrid vector search and personalization with auto-scaling, GPU-accelerated ranking, and native integrations to AWS, Azure warehouses like Snowflake. Ideal for enterprise RAG, global recommendations, and real-time search adapting to sessions. Warehouse-native outperforms Pinecone in multi-stage ranking; more flexible business modeling than Zilliz Cloud.

- **URL:** https://www.shaped.ai
- **Category:** Cloud Services
- **Tags:** Cloud Auto Scale, Multi Cloud, Pay Per Query
- **Updated:** 2026-04-22 13:39
- **Canonical page:** https://vectordb.ever.works/de/items/shaped

## Details

## Overview

Shaped is an AI-native personalization and hybrid search platform that provides the functionality of a vector database plus additional ranking, experimentation, and business-objective control layers out of the box.

## Features

- **Hybrid search**: keyword + vector retrieval fused together for relevance
- **Ranking & personalization**: embeddings, multi-stage ranking (two-tower, ANN, transformers), and real-time session adaptation
- **Value Modeling**: blend conversions, engagement, diversity, freshness, and fairness at inference time without retraining
- **Warehouse-native**: plug directly into Snowflake, BigQuery, Redshift with SQL transforms for transparent feature engineering
- **Real-time APIs**: personalized feeds, recommendations, and search endpoints ready for production
- **Cold-start handling**: uses metadata, hybrid retrieval, and transfer learning to serve relevant results from day one
- **Real-time updates**: supports ingesting and re-ranking in real time, adapting within-session

## Pricing

Contact-based pricing; no public self-serve tier listed.

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