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Introduction to Akurion

Akurion Documentation

Akurion is an enterprise knowledge platform for private AI over company knowledge. It ingests approved content, enriches it with useful metadata, prepares it for search and relationship discovery, and delivers cited answers through the web app, workflows, REST APIs, and MCP tools.

Akurion is built for teams that need more than a generic chatbot. It is designed for governed knowledge operations: project-level access, controlled ingestion, metadata-aware retrieval, graph context, citation-backed answers, developer APIs, and operational controls.

What Akurion Provides

CapabilityWhat it means
Connected knowledgeUpload, process, and search governed project knowledge through the enabled ingestion paths for your workspace.
Document intelligenceExtract text, generate metadata, chunk content, embed documents, and track processing state.
Advanced RAGRun metadata-aware, graph-aware research with streaming cited answers.
Knowledge graphBuild and manage project-level entities, relationships, evidence, review queues, and suppression rules.
WorkflowsCreate reusable AI workflows for research, compliance checks, summaries, and repeatable team processes.
Developer platformUse REST endpoints and MCP tools to integrate private knowledge into apps, agents, and automation.
GovernanceManage projects, users, roles, SSO, API keys, credit usage, encryption settings, and audit-friendly controls.

Core Product Areas

Projects and Workspaces

Projects organize knowledge bases, uploaded files, enabled data sources, chat threads, metadata settings, graph settings, workflows, members, and API keys. Organizations can manage users, admins, workspace naming, SSO settings, and subscription-level API keys.

Data Ingestion

Akurion supports direct file upload and workspace-enabled ingestion paths. Source connector availability is controlled in the app and only enabled source types should be used in customer commitments or implementation plans.

AI Chat and RAG

Akurion supports multiple answer modes:

  • Fast mode for direct, low-latency cited answers.
  • Research mode for deeper retrieval and analysis.
  • Agentic and MCP-enhanced modes for multi-step reasoning, metadata filters, graph context, and tool traces.

Answers can include streaming text, source citations, follow-up questions, answer details, retrieval summaries, and source actions.

Metadata and Filters

Projects can define metadata keys and metadata prompts. Akurion can generate metadata during ingestion and use it later for dynamic retrieval filters, UI filter chips, API searches, and MCP tool calls.

Graph RAG

Graph RAG adds project-level entity and relationship context. Akurion can build graph nodes and edges from file evidence, search graph context during retrieval, and expose graph management controls for rebuilds, review items, aliases, suppression rules, and manual edits.

Developer API and MCP

Akurion exposes:

  • REST developer API under /api/v1/*
  • JSON-RPC MCP endpoint under /mcp-server
  • UI-safe developer proxies for logged-in users
  • Project-scoped and subscription-scoped API keys
  • Tool-level credit tracking

Developers can search project knowledge, generate answers, inspect metadata schemas, collect source context, manage files and data sources, and integrate Akurion knowledge into agent workflows.

Common Use Cases

Use caseExample
Internal knowledge assistantAnswer questions across uploaded and enabled project knowledge.
Compliance researchProduce cited summaries from policies, tickets, reports, and evidence files.
Support knowledge searchSearch support, product, and operational documentation together.
Developer RAG APIAdd private knowledge retrieval and answers to internal apps.
Agent/MCP integrationGive coding agents or AI assistants governed access to project knowledge.
Knowledge graph discoveryExplore entities, relationships, evidence, and source-linked context.
Recurring workflowsRun repeatable analysis tasks with traceable results and citations.

Security and Governance

Akurion is built around enterprise controls:

  • Project membership and role-based access.
  • Project and subscription API keys.
  • Hashed-at-rest API key runtime authentication.
  • One-time plaintext API key display behavior.
  • Subscription key project scoping with explicit project selection.
  • Optional project encryption settings.
  • OAuth and SSO control-plane support.
  • Rate limits and credit tracking.
  • Source/file status, retries, and failure reporting.

Where to Go Next