Rukmer gives AI something it’s been missing: memory.
Businesses generate valuable knowledge every day across emails, chats, documents, meetings, and SaaS tools—but most AI agents can’t remember or connect that context.
Rukmer is the Memory Layer for AI Agents. It connects your existing tools, captures important knowledge and decisions, and delivers the right context to AI when it matters.
No new chat window. No more starting from zero. Just AI that remembers your business and turns knowledge into action.
Rukmer — The Memory Layer for AI Agents
AI has intelligence. But intelligence without memory is limited.
Every business generates an enormous amount of knowledge every day—customer conversations, emails, meetings, decisions, documents, project updates, internal discussions, files, and workflows. Yet this knowledge remains fragmented across dozens of tools and disappears into disconnected conversations and data silos.
This is where Rukmer comes in.
Rukmer is the Memory Layer for AI Agents, built to give AI persistent, contextual, and actionable knowledge about how a business actually operates.
Instead of forcing teams to move their work into another platform or interact through yet another chatbot, Rukmer works across the tools businesses already use. It connects with applications such as Gmail, Outlook, Slack, Microsoft Teams, Notion, and other business systems, bringing fragmented organizational knowledge together into a continuously evolving layer of context.
Rukmer doesn't simply search for a document or retrieve a keyword.
It helps AI understand what happened, what was decided, why it happened, who was involved, what changed, and what should happen next.
At the core of Rukmer is a Company Brain—a continuously evolving representation of an organization's knowledge, decisions, relationships, processes, and institutional memory. This allows AI agents to move beyond isolated prompts and operate with a deeper understanding of the business.
What Rukmer enables:
🧠 Persistent Memory — AI can retain important knowledge, decisions, and context instead of forgetting after every interaction.
🔗 Cross-App Context — Connect information scattered across the tools your teams already use.
🎯 Contextual Retrieval — Deliver the right knowledge to an AI agent at the right moment, rather than overwhelming it with irrelevant information.
🏢 Company Brain — Transform fragmented organizational knowledge into a structured intelligence layer for the entire business.
⚡ Memory-to-Action — Turn accumulated context into recommendations, decisions, and workflow execution.
🔄 Continuous Context — Keep organizational intelligence evolving as new conversations, decisions, and information are created.
The bigger vision is simple:
Rukmer is building the intelligence infrastructure that allows AI agents to understand a business over time—not just respond to a prompt.
Imagine an AI agent that remembers the customer conversation from three months ago, understands the decision your team made last week, knows which document contains the latest requirements, connects that information with today's request, and uses the combined context to take the next action.
That's the difference between an AI that answers questions and an AI that understands your business.
Rukmer is building the layer that makes that possible.
Your business already has the knowledge. Rukmer gives AI the memory to use it.

Hey everyone 👋 We’re building Rukmer — the Memory Layer for AI Agents. We kept asking ourselves one question: Why should an AI agent have to start from zero every time? Businesses already have years of valuable context sitting across emails, Slack, Teams, documents, meetings, and other tools. Rukmer connects that context and gives AI a persistent memory of how the business actually works. We’re still early, and we’d genuinely love your feedback. What do you think AI agents are missing most today — memory, context, or execution? 🧠

Hey everyone 👋 We’re building Rukmer — the Memory Layer for AI Agents. We kept asking ourselves one question: Why should an AI agent have to start from zero every time? Businesses already have years of valuable context sitting across emails, Slack, Teams, documents, meetings, and other tools. Rukmer connects that context and gives AI a persistent memory of how the business actually works. We’re still early, and we’d genuinely love your feedback. What do you think AI agents are missing most today — memory, context, or execution? 🧠
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