Memora Research & Resource Center

Memora Knowledge Hub

The central authority hub for Organizational Memory, empirical research, interactive ROI tools, and Graph RAG architectures.

Flagship Industry Report

State of Organizational Knowledge 2026

Empirical survey of 400+ engineering and product teams revealing the cost of context switching, fragmented documentation, and unrecorded technical debt.

Read Research Report

Key Report Findings:

  • 4.2 hours/week spent hunting for context in Slack & Jira
  • 68% of wikis become outdated within 90 days
  • 3.4x faster onboarding with graph-backed memory

Core Architecture & Strategy Guides

Developer Guide

Model Context Protocol (MCP) Enterprise Guide

How MCP servers connect foundation LLMs to company codebases and internal databases safely.

Read Guide
Architecture Guide

What Is Organizational Memory?

How modern engineering teams capture decisions across Slack, GitHub, Jira, and Google Meet.

Read Guide
Pillar Guide

AI Knowledge Management Architecture

How living knowledge graphs replace static wikis that become outdated in 90 days.

Read Guide
Technical Deep-Dive

Vector Search vs Knowledge Graph Memory

Why standard RAG fails on causal technical context and how graphs eliminate hallucinations.

Read Guide

Free ROI Calculators & Diagnostic Tools

Knowledge Loss Calculator

Estimate annual dollar loss from context decay.

Slack Interruption Calculator

Calculate context switching refocus friction.

Onboarding Velocity Simulator

Simulate ramp time acceleration to first PR.

Maturity Assessment Quiz

Benchmark context retention across 5 levels.

Organizational Memory Glossary

MCP ServerAI MemoryAI ContextGraph RAGAI Meeting AssistantKnowledge ManagementAgentic AI