Data Analysis and Visualization

Reports, tables, and charts grounded in real data

Data analysis and visualization requests route through Creative Studio capability packs and must read from real uploaded files, connected sources, reviewed queries, or durable graph artifacts. Static charts are not acceptable as completed features.

Inputs

Valid inputs include user-provided sheets, database query results, or connected analytics data. The system should show when source access is missing.

Knowledge graphs

Entry route: /app chat-driven visualization requests. Status: Partial. Data source: Creative capability registry plus source-backed work_products visualization manifests created by createVisualizationArtifact. Chart requests with validated chartData persist a real image/svg+xml artifact linked from work_products.artifact_id; knowledge_graph records persist a linked image/svg+xml graph snapshot and render in the right preview panel from metadata.visualization with search, type filters, source inspection, relationship inspection, and JSON export. Required permissions: skills:read for capability discovery and work-products:write for saved manifests. Empty state: chat explains missing sources instead of showing a fake graph. Failure state: North Star must explain when no connector ingestion path, rendered PNG/PDF export, or scanner/import route exists.

Outputs

Outputs should include the chart or graph, source table or node/edge manifest, metric definitions or relationship schema, limitations, and a downloadable or shareable artifact when appropriate.