MottoNote builds a knowledge graph compiled from an organization's documents, communications, and data sources such as Gmail, Slack, Notion, HubSpot, Dropbox, Zoom, Microsoft 365, Confluence, Linear, GitHub, and Salesforce. It continuously updates itself and enables any LLM including Claude, GPT, Gemini, or open-source models to query and reason over the resulting structured institutional memory via API, Slack bot, Obsidian plugin, or MCP server. The platform targets VC firms, law firms, consultants, M&A teams, and research organizations.