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Architecture

TermDefinition
AI DeskThe branded frontend application — the web interface you interact with
Bridge GatewayThe backend API that serves all frontend requests
HORUS ENGINEThe AI services layer handling LLM inference, RAG, and document processing

Organization & Users

TermDefinition
OrganizationA multi-tenant workspace entity. All users, teamspaces, and data belong to one organization
Organization OwnerThe user with the super role — full access to all features including billing and SSO
AdminAdministrator who manages teamspaces, users, connections, and apps
UserRegular end-user who chats, browses teamspaces, and runs boxes
PendingUser awaiting admin approval — no access until approved

AI Workspace

TermDefinition
TeamspaceAn isolated AI workspace with its own documents, AI model, and members
ChatA conversation thread between a user and AI within a teamspace
RAGRetrieval-Augmented Generation — the AI retrieves relevant documents to inform its answers
CitationA numbered reference ([1], [2]) linking an AI answer to its source document
Web CitationA reference ([W1], [W2]) linking to an internet source from web search

AI Boxes

TermDefinition
AI BoxA pre-built AI automation workflow available in the marketplace. Also referred to as “Box” for short
Box InstanceA box installed and configured by a user with specific connections and settings
Box TemplateThe original blueprint for a Box, created by the platform or an admin via the Box Builder
Connection SlotA placeholder in a box that must be linked to an external app or data source
Run ModeExecution mode: Preview (dry run, no actions), Test (first 5 items), Full (all items)
TriagePhase 1 of a box run — the AI processes and categorizes items for review
Action ExecutionPhase 2 of a box run — approved actions are executed (send emails, create tasks, etc.)
Actionable ItemA single output from a box run that requires user review
Box BuilderTool for creating custom box templates (Admin+)
MarketplaceThe catalog of available box templates to browse and install

Data Connections

TermDefinition
Data ConnectionA configured instance linking an external source to Singularity AI
ConnectorA blueprint for connecting to a specific platform (e.g., Google Drive, Confluence)
Source DefinitionA catalog entry describing a data source type and its configuration schema
NamespaceAn organizational grouping for documents within connections
SyncThe process of pulling data from an external source
CDCChange Data Capture — incremental sync that only pulls new/changed data
IngestionThe process of chunking, embedding, and storing documents for AI use
ChatDocumentA document uploaded directly to a teamspace, processed immediately
ConnectionDocumentA document synced via a data connection, processed in batch

Knowledge Brains

TermDefinition
BrainAn autonomous knowledge learning system that extracts and validates organizational knowledge
Knowledge ItemA single piece of knowledge: fact, pattern, workflow, decision, or term
GovernanceRules for how knowledge is validated (automatic, manual, or hybrid)
Confidence ScoreA 0-100% score indicating how certain the brain is about a knowledge item

Connected Apps

TermDefinition
Connected AppAn external application linked to Singularity AI via OAuth, API key, or credentials
MCPModel Context Protocol — the standard for connecting external tools to AI
NangoThe OAuth integration service used to manage external app authentication
App CatalogThe directory of available apps to connect

Billing

TermDefinition
PlanYour subscription tier: Free, Starter, Professional, or Enterprise
CreditsCurrency for AI operations like box runs
Credit ReservationCredits set aside when starting a box run, deducted on completion
Usage CheckA pre-flight check before AI operations to ensure sufficient credits/quota
Add-onSupplementary purchase for extra credits, users, or connectors
Billing CycleMonthly or annual payment period

General

TermDefinition
Feature FlagA server-side toggle controlling access to features marked “Coming Soon”
Teamspace VisibilityPublic (discoverable by all org users) or Private (only invited members can see it)