Build personalization and continuity
Remember preferences and decisions across sessions.
Engram:Memory Built for AI Agents
A fully managed memory and context service purpose-built to help agents remember, learn, and improve over time
Extract facts and resolve inconsistencies
Turn interaction data into memories that automatically deduplicate, reconcile, and consolidate.
Shrink context windows
Send relevant and structured memories instead of raw conversations and events.
Share memory across agents
Orchestrate multi-agent systems with shared, persistent, and scoped memories.
What is Engram?
Structured memory for agentic applications
Memory shouldn’t be an ever-growing pile of context—it should be actively maintained. Engram treats memory as structured, evolving infrastructure.
Build agents that remember and get better over time
Engram is a managed memory service built on the Weaviate vector database—designed to help your applications remember, learn, and improve over time:
- ✓Extracting what matters
- ✓Resolving inconsistencies over time
- ✓Adapting to changing information
- ✓Keeping context relevant and efficient
Designed to Grow with You
Launch quickly with templates
Get running in minutes with ready-to-use templates for common use cases
Secure agents with strong primitives
Scopes for data isolation when privacy matters and for context sharing when orchestration is necessary
Customizable to fit your domains
Extensible properties and composable pipelines let you shape memory and context for your domain and business needs
Get Started
Start building reliable agents with memory and context today
Integrate Engram with your agentic applications in a few simple steps and let us handle the rest.
Choose your template
Use one of Engram’s composable templates for your application
Add your data
Send user interactions or application context via Engram APIs, no preprocessing needed
Build Without Friction
Engram handles memory extraction and management, all in the background
Create trusted agents
Retrieve memory and context in real time so your agents run consistently and reliably
Give your agents memory
that works in production
Get started
Engram: Memory by Weaviate
A deep dive into Engram, our managed memory service for agents which is simple to get started but adaptable to any use case.
Read the blog post
Oh Memories, Where'd You Go
Two weeks of dogfooding Engram, Weaviate's memory product, in daily Claude Code sessions.
Read the blog post
The Limit in the Loop
Memory isn’t just a feature for AI—it’s infrastructure. As agents grow, stateless interactions break down...
Read the blog post