Methodology

How the panel works

Every archetype looks at the same public company filings and market data through its own framework — moat quality, deep value, disruptive growth, forensic accounting, and so on — and lands on a stance. We surface where they agree and where they clash rather than collapsing the disagreement into one number, then synthesize the spread into a panel verdict. The output is identical for every reader: it is generic published analysis, never tailored to anyone's holdings, situation, or risk tolerance.

What the verdicts mean

Buy

The case for outweighs the case against at today's price.

Balanced

The case for and against roughly balance — no clear edge at today's price.

Wait

A quality business, but not at today's price — the panel is waiting for a better price or a catalyst.

Sell

The case against outweighs the case for at today's price.

A verdict is a statement about the stock at a point in time — not a recommendation to you, and not a prediction. Each one is uniform across all users.

"Balanced" was previously labeled "Hold" on this site — same meaning, renamed to avoid reading like a per-investor Neutral signal (see "Conviction" below). 24 Jul 2026.

What a verdict change usually means

Every article states the specific reason for its own change. This is the general pattern behind each transition — useful context, and what's shown when an article's specific reasoning isn't available yet.

BuyWait

Typically: the price runs ahead of the thesis, or a catalyst the panel was waiting on is still pending — not that the business changed.

BuySell

Typically: the case against grows enough to flip the balance — a real business or technical break, not just a price move.

BuyBalanced

Typically: what looked like a clear edge becomes genuine disagreement about the business itself.

WaitBuy

Typically: the blocker resolves — price comes down, or a pending catalyst clears favorably.

WaitSell

Typically: the wait isn't rewarded — something breaks in the business itself, not just the timing.

WaitBalanced

Typically: a catalyst the panel was waiting on resolves without giving a clear signal, leaving real disagreement in its place — not confirmation either way.

SellBuy

Typically: a full reversal — the case against gets overtaken by a clear case for. Rare; worth reading what specifically changed in this case.

SellWait

Typically: the bear case eases — the business is seen as quality again, just at the wrong price or timing.

SellBalanced

Typically: the bear case weakens — from one-sided negative to a genuine toss-up, without flipping outright.

BalancedBuy

Typically: the disagreement resolves as new evidence tips the balance toward the case for.

BalancedWait

Typically: the debate over the business itself settles positive — quality is no longer in question, but price or timing still is.

BalancedSell

Typically: the disagreement resolves as new evidence tips the balance toward the case against.

Conviction

Conviction appears at two levels in every analysis. Each archetype's row in the panel table carries its own conviction — how strongly that framework, on its own, backs the stance it took. The panel's overall verdict also carries a conviction of LOW, MEDIUM, or HIGH, and that number is not a headcount or an average of those rows. It reflects:

• How the disagreement is weighted, not just how many agree — a dissenting view built on solid, verifiable numbers counts for more than a larger group whose reasoning is thin.
• Whether independent reads agree — technical, fundamental, and sentiment analysis are produced separately from the archetype panel, and corroboration raises conviction while divergence holds it back.
• How exposed the call is to a near-term event — a stock one earnings report, contract, or ruling away from a different picture carries lower conviction than one unlikely to change soon.

LOW conviction is not a weaker opinion delivered halfheartedly — it means real, credible disagreement exists, or the call could reasonably shift on the next piece of news. It is a measure of how settled the question is, not a probability or a guarantee of any outcome.

Time horizon & updates

The panel reasons like position and swing investors — weeks, months, and years, not intraday trading. Each analysis is a snapshot dated at publication, using the prices quoted in it. When the panel's view on a stock changes, we publish a new, dated analysis rather than editing the old one.

AI-generated

Every verdict and every archetype's reasoning is produced by an AI panel applying these frameworks. It is not the view of any real person and not human-delivered investment advice.

Conflicts of interest

Verdix discloses direct equity positions held by the founder at the time each analysis is published. This disclosure appears on every article page. Broadly diversified fund holdings (e.g. index ETFs) are excluded. Verdix receives no compensation from any company covered and has no material conflict of interest in any verdict published.

Meet the panel

Each archetype encodes a distinct, publicly documented investing framework. They are grouped by the school of thought they belong to.

Verdix provides educational equity research and AI-generated multi-perspective analysis. Nothing here constitutes personalized investment advice or a recommendation to buy or sell any security. Verdicts are uniform across all users and do not consider your individual financial situation, risk tolerance, or objectives. Trading and investing involve substantial risk of loss. Past performance does not predict future results. Consult a licensed financial advisor before making investment decisions.