AnyFluxion Analyst Workspace

Start with the business question, not the schema. Upload a dataset, describe the decision you are trying to support, and let the agent explore patterns, compare segments, build predictive models, test hypotheses, or generate structured outputs when needed.

Frame the questionDescribe the KPI, decision, audience, and the kind of answer you need.

Explore the dataSurface distributions, outliers, segment differences, and early signals worth investigating.

Analyze or modelRun regression, classification, clustering, forecasting, or deeper diagnostic analysis.

Explain clearlyReturn visuals, narrative takeaways, and optional machine-readable outputs for downstream use.

Conversation

AnyFluxion

Upload a dataset, describe the decision you want to support, and this workspace will route the request through the same analysis engine used by the Gradio app.

Insight View 1

Visual output appears here after the analysis completes.

Insight View 2

Secondary chart, confusion matrix, or comparison plot shows up here.

Analysis brief

Structured output options (optional)

Extraction UnitDelivery FormatFields to return (optional)Missing value handlingLow-confidence handlingEnforce exact schemaAuto-suggest schema if unspecifiedExtraction QA strictness

Dataset / workbook / exportDrop a file here or click to uploadConnecting to workspace...

Outcome / target variable (only for supervised tasks)