The problem

Interpreting raw financial statements is time-consuming and prone to oversight. Most developers and stakeholders struggle to quickly identify liquidity risks or quality-of-earnings gaps buried in dense spreadsheets.

What it does

• Normalizes raw income statements, balance sheets, and cash flow data into clean, comparable tables.
• Calculates essential metrics including Gross/Operating margins, Current ratio, Debt-to-Equity, and Free Cash Flow.
• Identifies "quality-of-earnings" by checking the alignment between operating cash flow and net income.
• Generates a structured business narrative that translates technical accounting into plain-language insights.
• Flags specific risk indicators such as revenue growth outpacing receivables or tightening liquidity.

Why this beats prompting it yourself

General-purpose prompts often miss the nuance of accrual gaps or one-off items. This skill enforces a rigorous calculation sequence and specifically looks for accounting red flags that standard LLM summaries overlook.

Use cases

• Summarizing quarterly earnings for non-finance stakeholders or internal memos.
• Performing rapid health checks on vendor or partner financial stability.
• Preparing investment summary notes by identifying margin trends and cash burn.
• Analyzing a company's working capital and debt obligations from a PDF extract.

Known limitations

This tool does not provide DCF valuation modeling or formal tax and legal advice. It treats provided inputs as accurate and does not perform audit-grade verification of figures.