CoreAI API

Component Category

API backend for GenAI and agents

Component Description

CoreAI API is the main backend service layer for CoreAI. It hosts application logic and integrates with identity, retrieval, model access, storage, and observability services while presenting a stable product-facing API to developers and clients.

Why It Is Used

It gives the platform a central application service for orchestrating AI features, retrieval flows, and backend operations in a controlled way. It also protects clients from direct dependence on lower-level internal components, which means the platform can evolve its internal AI stack without changing the main developer integration surface.

Learn More

• API Reference
• CoreAI Reference Architecture

Developer Guidance

Developers should generally integrate with the CoreAI API rather than depending directly on LiteLLM, Docling, or other internal services. This keeps application integrations aligned with the platform contract and gives BullSequana AI freedom to evolve the internal implementation over time.

Interacts With

• Keycloak for authentication and protected API access
• LiteLLM behind the scenes for LLM calls and model gateway behavior
• Milvus for vector storage and semantic retrieval
• Docling for document parsing workflows
• MLflow for model lifecycle metadata and GenAI observability traces
• MinIO for object storage and document artifacts
• PostgreSQL for application state and transactional data
• OpenTelemetry for trace instrumentation and telemetry export
• ToolHive for MCP-oriented integrations
• Runtime ingress services that expose the API