AI Architecture

Example Company Internal AI Agent — Architecture Explorer

Aiske.ai's internal AI agent. Click any box to learn what it does, or try an example question to see the path. Dashed grey arrows are cluster-level "uses" connections.
Surfaces Agent (LangGraph) Tools available to the agent Shared services LLM providers Data layer External data sources Claudeclaude.ai / desktop / Code MCP ServerAgent exposed as tools CLI (admin only)confluence ingestion Agent (LangGraph + bind_tools) Message serviceslackify-markdown RBAC service Schema managersqlglot / sqlparse Embedding service Resilient Redis Saver Confluence ingestion svc Datalake toolmain analytics + herd summary BigQuery toolGoogle Analytics only Confluence searchvector + keyword LLM Manager Anthropic PostgreSQL + pgvectorconfluence embeddings Redislanggraph checkpoint MySQL — Q&A logquestions + answers audit Internal datalakefarm + product analytics (the only farm-data source) Google BigQueryGoogle Analytics data only Confluenceinternal docs (runbooks, decisions) picks & calls uses calls LLM log Q&A queries reads cache writes reply
Surface
Agent / Tool
Service
LLM
Data
External
MCP

Try an example question — watch the path light up