# Method > From filing to report. 1. **Read.** AI agents read filings, investor decks and local press in the original language. 2. **Test.** Every company answers the same 82 questions, from moat to valuation. About one in twenty passes. 3. **Write.** The companies that pass become full reports, free to read. ## The pipeline Six stages, five run by agents and the last by me. | Step | Agent | Output | |---|---|---| | 01 | Universe Agent | candidate queue | | 02 | Filing Agent | source pack | | 03 | Extraction Agent | evidence table | | 04 | Skeptic Agent | list of open risks | | 05 | Valuation Agent | valuation deck | | 06 | Human Analyst | final decision | ## Primary sources Every number comes from a primary source. - **Annual reports** (read): cash flow and segment notes - **Investor decks** (parsed): guidance and capex plans - **Filings** (checked): ownership and dilution - **Transcripts** (indexed): what management commits to - **Local language** (translated): sources in the original language ## The 82 questions Same questions for every company, in the same order. | Section | Name | Questions | |---|---|---| | I | Circle of competence | 6 | | II | Moat and competitive advantage | 7 | | III | Industry structure | 8 | | IV | Earnings quality and cash flow | 10 | | V | Balance sheet strength | 7 | | VI | Capital allocation | 7 | | VII | Management and governance | 9 | | VIII | Specific and tail risks | 7 | | IX | Valuation and margin of safety | 7 | | X | Final decision | 8 | | XI | Post-investment review | 6 | ## Valuation framing - **Bear**: What breaks? - **Base**: What is already visible? - **Bull**: What is not in the price? Read the results in the [reports](https://www.sifterresearch.com/md/reports.md). --- Independent research and personal opinion, published for informational and educational purposes. Not investment advice, not a solicitation to buy or sell securities. All analysis is based on publicly available information. The author may hold positions in the securities discussed. Investing involves risk of loss.