Every report this desk publishes runs through the same 14-module pipeline: a real historical backtest before any forecast, a forensic pass through the actual filings, multi-method valuation, and — before anything ships — an isolated adversarial pass whose only job is to try to kill the thesis.
Below is the engine itself, running live. Type any ticker and watch it work.
14Modules
15–20QBacktest window
A/B/CFact-tier every claim
1Adversarial pass, isolated
Assembled Output — live FMP data, not simulated
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Revenue & Margin Trend — real, from reported income statements
| Qtr | Revenue | YoY% | Gross Mgn | Op Mgn |
|---|
Earnings Beat History — real, FMP earnings calendar
| Date | EPS actual/est | EPS surprise | Rev surprise |
|---|
Segment / Geo Concentration — real, if disclosed by this filer
Forensic / Balance-Sheet Checks — real, from reported balance sheet
Cash Flow Quality — real, TTM FCF vs. net income
Real Dated Catalysts — earnings, dividends, actual filed 8-Ks/10-Qs
Peer Comps — real prices, market caps, and computed P/E
Insider Activity — real, last 2 quarters
Valuation Triangulation — DCF + EV/EBITDA + peer comps, all real
Asymmetric Upside / Downside — from actual analyst target range
Recent News — real, last 5 headlines
Investment Read — synthesized only from the real numbers above, no invented probabilities