Methodology

How each report is built — data sources, AI-assisted structuring, and known limitations.

What a report contains

Each report answers two questions about a listed company: what happened and why, over a chosen observation window (7 or 15 days). Reports contain: a one-line summary, an event timeline with source links, attribution candidates with counter-arguments, and a watchlist of what to follow. Reports are factual syntheses — they never contain buy or sell recommendations.

Data sources

News is gathered via live web search across public news sources.
Results are filtered through a whitelist of established financial and business media, with relevance checks against the queried company.
Timeline dates reflect the original articles' publication dates.

AI-assisted structuring

An LLM (DeepSeek) structures the retrieved news into the report format. AI output is non-deterministic: identical news sets are cached so repeated views return byte-identical reports, but different news can produce different framing. Figures quoted from articles (e.g. price moves) are anchored to their article dates.

Limitations

Coverage depends on what public news exists for the company in the window — thin coverage can produce thin reports.
Reports are snapshots: news changes over time, and the report reflects the data available at generation time.
AI structuring may contain errors. Treat reports as a starting point, not a final word.

Not investment advice. This site provides factual timelines of public events. Nothing here should be read as a recommendation to buy, sell, or hold any security.