Blog

Market insights, product deep-dives, and educational content from the Sovarion team.

How Our AI Builds Institutional-Style Research Reports

A current look at the long-horizon research pipeline: target engine, macro regime, market understanding, one final case, and a hard quality gate.

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Education

May 3, 2026

5 min

Why Some Forecasts Never Become Customer Cards

The scanner can see many candidates. Sovarion only shows a card when the Brain expects a meaningful move from the forecast start price.

Day Trading vs Research: Two Different Products

Day-trading opportunities and long-horizon research share context, but they use different engines, gates, and proof loops.

Market Regimes: Why the Same Pattern Gets Different Confidence

The Brain classifies 9 distinct market regimes before generating any hypothesis. Understanding regimes is key to understanding our forecasts.

Why We Compare P/E Ratios: The Power of Relative Valuation

Apple at 31.9x P/E sounds expensive — until you compare it to peers. How our research reports use peer valuation to put numbers in context.

Data Sources: Where Sovarion Intelligence Comes From

SEC filings, Finnhub, Massive, GNews, fundamentals, analyst estimates and insider transactions — a transparent breakdown of the sources feeding the Brain.

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