Analysis Readout (Orchestrator)

Purpose

Coordinate a sequence of atomic skills for open-ended analytics requests. This skill does not perform analysis itself — it runs the right atomic skills in the right order and assembles their outputs into a single report.

When to use

• The user has a business question and a dataset but has not scoped the analysis type
• The ask is open-ended: "phân tích tình hình kinh doanh", "find what matters in this data", "tell me what's going on with X"
• The request likely requires more than one analytical lens before a recommendation is possible

When not to use

• The user explicitly names a specific analysis type (use that atomic skill directly)
• The question is already fully scoped and one atomic skill is the clear match
• The ask is a single standalone memo or report with known inputs (use stakeholder-memo directly)

Assumption policy