unit-economics

Perform a bottoms-up unit economics decomposition for the company named in the user's request. If no ticker or company is provided, ask for one before proceeding.

Before starting, read ../data-access.md for data access methods and ../design-system.md for formatting conventions. Follow the data access detection logic and design system throughout this skill.

Follow these steps:

1. Company Lookup

Look up the company by ticker using discover_companies. Capture:

• company_id
• latest_calendar_quarter — anchor for all period calculations below (see ../data-access.md Section 1.5)
• latest_fiscal_quarter
• Firm name for report attribution (default: "Daloopa") — see ../data-access.md Section 4.5

2. Series Discovery & Business Archetype Detection

Cast a wide net to discover ALL available series for this company. Search with multiple keyword sets to maximize coverage:

• Financial: "revenue", "income", "profit", "margin", "eps", "cost"
• Operating KPIs: "subscriber", "user", "customer", "unit", "arpu", "retention", "churn"
• Segment/Product: "segment", "product", "service", "geographic"
• Business-specific: "store", "gmv", "order", "booking", "backlog", "premium", "loan", "aum", "room", "seat", "bed", "acreage"