AI Memory That
Never Forgets
Give your apps persistent memory. Ingest documents, search with hybrid vector + full-text retrieval, and assemble LLM-ready context — all through a simple API.
Everything you need for persistent AI memory
From ingestion to retrieval, a complete memory layer for your AI applications.
Hybrid Search
Vector + full-text search with configurable alpha weighting. Get the precision of keyword search with the understanding of semantic search.
91+ Document Formats
Extract text from PDFs, DOCX, images with OCR, spreadsheets, and more. Upload any document and we handle the rest.
Collections
Organize memories into personal, team, knowledge, and hive collections. Fine-grained access control keeps data secure.
Context Assembly
Get LLM-ready context with sources, graph context, and timeline. Drop it straight into any prompt with full attribution.
Batch Ingestion
Ingest up to 100 memories at once. Automatic retry queuing ensures nothing gets lost, even during upstream failures.
Smart Chunking
Configurable chunk size and overlap for document extraction. Up to 100 chunks per document with intelligent splitting.
How it works
Three steps to persistent AI memory.
Ingest
Feed documents, text, or batch data into your memory store. Supports 91+ formats with automatic text extraction and smart chunking.
Search
Query with hybrid vector + full-text retrieval. Configurable ranking, reranking, and recency bias across all your collections.
Retrieve
Get LLM-ready context with sources, graph context, and timeline. Drop it straight into any prompt for grounded AI responses.
Built for real-world AI
From chatbots to research tools, memory makes your AI applications smarter.
Customer Support Bots
Store conversation history and knowledge base articles. Your bot recalls past interactions and resolves issues with full context.
Research Assistants
Ingest papers, extract insights, and retrieve relevant context across your entire research corpus with hybrid search.
Personal AI Agents
Give agents persistent memory across sessions. They remember preferences, past decisions, and evolving context.
Knowledge Management
Build a searchable team knowledge base from documents, notes, and conversations. Organized with collections and access control.