Use Cases
Seven production scenarios where persistent, graph-based memory changes what an agent can do — across sessions, tools, and teams.
What teams build on persistent memory.
Each entry: the problem, the architecture, and what the team actually shipped.
Customer Support with Persistent Agent Memory
Give support agents persistent memory of every customer interaction across sessions, tools, and handoffs — eliminating context loss and reducing resolution times.
Read the use caseResearch Assistant with Persistent Memory
AI research agents that maintain context across weeks-long literature review sessions using persistent citation graphs and entity tracking.
Read the use caseContext-Aware Automated Code Review
A code review agent that remembers project conventions, past PR feedback, and architectural decisions across the entire repository history.
Read the use casePersonalised AI Tutor with Persistent Student Memory
An AI tutor that remembers every student's learning history, knowledge gaps, misconceptions, and preferred explanations — adapting in real time across sessions.
Read the use caseClinical Decision Support with Longitudinal Patient Context
A clinical AI assistant that maintains complete patient context across visits, lab results, treatment history, and clinical reasoning — reducing cognitive load on care teams.
Read the use caseSales Intelligence Agent with Prospect Memory
A sales AI agent that remembers every prospect interaction across email, calls, and meetings — tracking preferences, objections, and engagement signals over time.
Read the use caseDevOps Incident Response with Infrastructure Memory
An AI ops assistant that remembers past incidents, runbooks, resolution steps, and infrastructure context — accelerating troubleshooting and reducing MTTR.
Read the use caseStart from your seat.
Three entry points into the same memory layer.
- DevelopersBuilt for developers who demand control.
- Tech LeadsProduction infrastructure you can trust.
- Product ManagersFeatures that ship, not infrastructure that distracts.
Run the memory layer on your own infrastructure.
Start free on the hosted instance, or self-host the AGPLv3 core in your own VPC. No credit card, no sales call.