📂 Avatars 👁 3.1k views 🕐 May 26, 2026

Shaped

Shaped is a relevance engine designed for real-time personalization and agent memory,.

Shaped is a relevance engine designed for real-time personalization and agent memory, providing personalized search and recommendations to AI agents. It connects your stack, unifies your data, and increases experimentation velocity. The engine is built for decisions, not documents, and provides a unified, queryable relevance engine. Shaped is suitable for teams and individuals looking to power their AI agents with contextual memory and retrieval, and to provide personalized content feeds that adapt in real-time to user behavior. The engine provides hybrid search combining keyword and semantic relevance, and content-based and behavioral similarity at scale. Shaped is ideal for use cases such as dynamic email content personalized per recipient and context-aware recommendations for conversational AI. It offers a range of features, including personalized hybrid search, enterprise-grade security, and a feedback loop that allows results to get better with every interaction. Shaped is particularly useful for teams that need to provide personalized search and recommendations to their users, and for developers who want to build personalized content feeds and conversational AI applications.

Avatars Business Ai Chatbot Ia
Features
Personalized hybrid search
combines semantic and keyword search, reranked by what the user actually clicks
Vector database with a feedback loop
allows results to get better with every interaction
Real-time personalization
provides personalized content feeds that adapt in real-time to user behavior
Context-aware recommendations
provides recommendations for conversational AI
Verdict
Best forTeams doing Avatars work who need consistent output without a steep learning curve.
Skip ifYou only need this once or twice; the subscription cost won't pay off for occasional use.
Provides personalized search and recommendations to AI agents, increasing their effectiveness
Offers a feedback loop that allows results to get better with every interaction, improving over time
Supports real-time personalization, enabling developers to build personalized content feeds and conversational AI applications
May require significant amounts of data to train and improve the relevance engine
Can be complex to set up and integrate with existing systems, requiring significant technical expertise
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Frequently Asked Questions
Shaped is a relevance engine designed for real-time personalization and agent memory, providing personalized search and recommendations to AI agents. It connects your stack, unifies your data, and increases experimentation velocity.
Shaped offers a free tier with $100 included, no card required, as well as three paid tiers: Starter, Standard, and Enterprise. Pricing is usage-based, with costs ranging from $0.20/GB for storage to $6/hour for training and encoding.
Shaped provides personalized search and recommendations to AI agents, increasing their effectiveness, and offers a feedback loop that allows results to get better with every interaction. It also supports real-time personalization, enabling developers to build personalized content feeds and conversational AI applications.
Shaped is unique in its ability to provide personalized search and recommendations in real-time, and its feedback loop allows results to get better with every interaction. It also offers a range of features, including hybrid search and context-aware recommendations, that set it apart from other engines.
Shaped offers a range of support options, including documentation, Slack support, and 24/7 support with a 30-minute response time for Enterprise customers.
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Shaped
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