Analyze Stock Fundamentals with AI
Ask about a company’s profitability, valuation, or balance sheet. Pineify can retrieve supported financial statements and ratios and help explain them. Verify the reporting period and inputs before using an answer in an investment thesis.
A ratio needs a denominator, a period, and context
Fundamental analysis uses reported business results and explicit assumptions to estimate value and assess financial condition. It does not measure one definitive intrinsic value. P/E compares price with earnings per share; EV/EBITDA compares enterprise value with operating earnings before interest, tax, depreciation, and amortization. Mixing forward estimates with trailing actuals can invalidate a comparison. Small or negative equity can make ROE difficult to interpret. A high ratio alone does not identify the cause or predict a return.
How It Works
- 1
Specify the company, annual or quarterly period, and the question you want to test.
- 2
Request supported income statements, balance sheets, cash-flow statements, or provider ratios. Preserve reported currency and fiscal dates.
- 3
For each material metric, check the numerator, denominator, and whether it is reported, calculated, trailing, or forecast. Missing fields are not zero.
- 4
Compare explicitly selected peers using the same definitions. Request historical observations only where available; a five-year median or sector benchmark requires a defined and sufficiently complete dataset.
- 5
Separate documented changes from hypotheses about their cause. Check the original company filing for accounting policies and unusual items.
Use the right evidence for the question
| Feature | Pineify Finance Agent | Company statements | Your valuation model |
|---|---|---|---|
| Purpose | Retrieve supported data and ask follow-up questions | Confirm reported figures and accounting notes | Make assumptions and calculations inspectable |
| Observation date | Check provider period and retrieval context | Check fiscal period and filing date | Record the market date and assumption version |
| What needs verification | Generated calculations and explanations | Restatements, classifications, and nonrecurring items | Sensitivity to growth, margins, and discount rates |
Example Research Tasks
Compare valuation definitions
Example question
“Compare AAPL and MSFT using available EV/EBITDA observations for the same date.”
Illustrative response
Check enterprise-value components, the EBITDA period, and currency. Report unavailable inputs rather than substituting an invented current multiple.
Investigate ROE
Example question
“Explain the drivers of this company’s reported ROE.”
Illustrative response
Inspect earnings and average equity before inferring operating strength. Buybacks can change the equity denominator, but do not assume that a particular company has negative equity.
Reconcile net debt
Example question
“Reconcile gross debt, cash, and net debt in this reporting period.”
Illustrative response
Show each input and the convention used. Positive net debt and net cash are different outcomes; do not claim both for the same definition and date.
Sample Questions to Try
- ›Compare operating margins for these two companies over the available quarters.
- ›Show this company’s annual cash-flow statement and explain how free cash flow is defined.
- ›Which inputs explain the difference between enterprise value and market capitalization?
- ›Compare trailing earnings with available forward estimates without mixing their periods.
- ›Which requested ratios are missing or unsuitable because a denominator is negative?
Frequently Asked Questions
Sources
This content is for educational and informational purposes only and does not constitute financial advice.