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Methodology

How Veradon discovers stocks

Veradon ranks liquid US-listed common stocks for overlooked opportunity — combining business quality, why-now setup, and relative attention into explainable discovery cards. Outputs are illustrative, may be incomplete or delayed, and can change as new data arrives.

  • Multiple independent inputs are evaluated before a card is shown — not a single headline or social post.
  • Scores and summaries point back to labeled evidence you can inspect in the product.
  • When data is missing, stale, or thin, Veradon is designed to show that rather than imply false certainty.

Universe

Eligible universe

Discovery runs across liquid US-listed common stocks. REITs, ADRs, ETFs, and illiquid names are excluded so the deck stays investable and comparable.

Liquidity gate

Names must clear liquidity thresholds so cards stay practical for retail traders.

Common stock only

The deck focuses on operating companies — not funds, trusts, or cross-listed wrappers.

Coverage readiness

Stocks need enough fundamental and attention history to support an explainable score.

Signals

Discovery signals

Each card is driven by three complementary reads:

Quality

Business strength from reported financials — profitability, balance sheet, and capital efficiency relative to peers.

Opportunity

Why-today setup — catalysts, revisions, sector fit, and constructive conditions that make attention warranted today.

Attention

Relative coverage versus peers. Under-covered quality is the discovery edge — not obscure junk with no data.

What a discovery card contains

A card is a complete research starting point: ticker and company, quality stars, discovery score, why today, why it fits you (on your Top 5), a snapshot of setup · attention · confidence · horizon, and a short thesis — plus fit and market-mood chips when available.

Save keeps the name in your collections. Skip removes it until a material change warrants resurfacing.

Personalization

Your Discovery DNA captures how you look for stocks — Active or Patient mode, plus biases, sectors, and themes on higher plans — without locking you into a single product persona.

Save and Skip feedback further shapes ranking. The goal is a deck that feels relevant while remaining transparent about why a name appeared.

Freshness and change

Discovery scoring refreshes on market days as inputs update. Material-change detection can bring a previously skipped name back when the case meaningfully shifts.

Deep research on a ticker can refresh when underlying inputs change. Always treat timestamps and coverage notes as part of the read.

Limitations

Limitations

  • Veradon is research tooling — not investment advice, a rating agency, or a performance guarantee.
  • Data can lag filings, news, or macro releases. Always verify before you act.
  • Attention measures are relative and imperfect; they can miss private information or sudden viral spikes.
  • Scores summarize context. They are not buy or sell ratings.

Questions? support@veradon.ai

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Veradon is for research and education only — not investment advice. Data and scores can lag feeds or macro releases; always verify before trading.