Company profile

Memgraph AI

Cognitive Infrastructure for AI Agents — Memory that thinks, learns, and reasons.

Industry
Technology, Information and Internet
Employees
1
Founded
2026

Memgraph AI company summary

Memgraph AI is a company in the Technology, Information and Internet industry, founded in 2026. On LinkedIn the company has around 1 employees.

What technology does Memgraph AI use?

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About Memgraph AI

Memgraph AI is the cognitive infrastructure layer for AI agents. Unlike vector databases that store disconnected text fragments, Memgraph AI gives AI agents structured memory — beliefs with confidence scores, decisions with reasoning traces, and contradictions that get detected automatically. THE PROBLEM WE SOLVE Every AI agent today is stateless. It forgets between sessions. It can't explain why it made a decision. It doesn't know when its own knowledge is wrong. When your agent makes a bad call, you have no way to debug why — or prevent it from happening again. Current solutions store facts as flat vectors. That's a filing cabinet, not a brain. WHAT MAKES MEMGRAPH AI DIFFERENT We built the only memory system with cognitive primitives: → Beliefs — not just facts, but typed knowledge (fact/belief/tenet) with confidence scores that decay over time like human memory (Ebbinghaus curve) → Decision Traces — full reasoning chains showing which beliefs the agent used, why it chose A over B, and whether the decision succeeded or failed → Contradiction Detection — when new information conflicts with existing beliefs, Memgraph AI flags it automatically instead of silently hallucinating → Outcome Feedback — when a decision fails, the beliefs that contributed get their confidence adjusted. The agent literally learns from its own mistakes. → Cognitive Dreaming — a background consolidation process that merges redundant beliefs, promotes frequently-validated knowledge, and prunes stale information No other memory system — not Mem0, not Zep, not LangChain — has these capabilities. HOW IT WORKS Events → Episodes → Beliefs → Decisions Raw interactions get consolidated into episodes. Episodes produce beliefs. Beliefs inform decisions. Decision outcomes adjust belief confidence. The cycle repeats — and the agent gets smarter. Memgraph AI is where AI agents go from "stateless tool" to "cognitive system that remembers, reasons, and improves." memgraph.ai

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Frequently asked questions about Memgraph AI

What does Memgraph AI do?

Memgraph AI is the cognitive infrastructure layer for AI agents. Unlike vector databases that store disconnected text fragments, Memgraph AI gives AI agents structured memory — beliefs with confidence scores, decisions with reasoning traces, and contradictions that get detected automatically. THE PROBLEM WE SOLVE Every AI agent today is stateless. It forgets between sessions. It can't explain why it made a decision. It doesn't know when its own knowledge is wrong. When your agent makes a bad call, you have no way to debug why — or prevent it from happening again. Current solutions store facts as flat vectors. That's a filing cabinet, not a brain. WHAT MAKES MEMGRAPH AI DIFFERENT We built the only memory system with cognitive primitives: → Beliefs — not just facts, but typed knowledge (fact/belief/tenet) with confidence scores that decay over time like human memory (Ebbinghaus curve) → Decision Traces — full reasoning chains showing which beliefs the agent used, why it chose A over B, and whether the decision succeeded or failed → Contradiction Detection — when new information conflicts with existing beliefs, Memgraph AI flags it automatically instead of silently hallucinating → Outcome Feedback — when a decision fails, the beliefs that contributed get their confidence adjusted. The agent literally learns from its own mistakes. → Cognitive Dreaming — a background consolidation process that merges redundant beliefs, promotes frequently-validated knowledge, and prunes stale information No other memory system — not Mem0, not Zep, not LangChain — has these capabilities. HOW IT WORKS Events → Episodes → Beliefs → Decisions Raw interactions get consolidated into episodes. Episodes produce beliefs. Beliefs inform decisions. Decision outcomes adjust belief confidence. The cycle repeats — and the agent gets smarter. Memgraph AI is where AI agents go from "stateless tool" to "cognitive system that remembers, reasons, and improves." memgraph.ai

How many employees does Memgraph AI have?

Memgraph AI has around 1 employees on LinkedIn.

When was Memgraph AI founded?

Memgraph AI was founded in 2026.

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