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Valuation confidence

How far the model will stand behind its own answer. Low means free cash flow has been volatile, the price sits far above what the business generates, or a margin had to be guessed. It is not the strategy signal score.

Updated 2026-09-03

Valuation confidence is Angie's own assessment of whether the number it just produced can be trusted. It is high or low, and low is common by design. It is a claim about the model, not about the company.

It exists because the board runs unattended over roughly 3,000 companies every night, with no analyst reading the output before a user sees it. A number nobody vetted has to carry its own warning.

What drops a row to low

  • A negative or near-zero year in the cash-flow history, so there is no clean base.
  • No usable growth signal, so the projection fell back to a sector default.
  • Classification as hypergrowth. This fires even when the resulting value lands near the price, because that agreement was not earned.
  • Revenue rising while cash flow falls, which means the constant-margin assumption is being violated.
  • Trading above roughly 65 times normalized cash flow, where a DCF cannot verify what the price is paying for.
  • A discount rate that had to be floored, or a beta that could not be measured, so the most leveraged input in the model is a stand-in.
  • An implied disagreement with the market beyond +100 percent or −50 percent, which is usually an artifact.

On that same 68-name basket, 17 rows came back high confidence. Nine of those were overvalued, four fair and four undervalued, and only one sat beyond 50 percent in either direction. The set the model actually stands behind is far more balanced than the set as a whole, which is itself a fact worth weighing.

Do not confuse this with signal confidence in the strategy lab. That is a score out of 170 measuring how strong a trading entry looks. This is a flag on whether a valuation is trustworthy. They are unrelated and must never be read as the same thing.

See also

  • Verdict — Undervalued, fair or overvalued, decided by where the price sits against intrinsic value once the margin of safety is applied.
  • Classification — The company's sector, which sets the growth ceiling and terminal method, combined with its lifecycle stage read from its own cash-flow history. Re-derived every run, and you can override it.
  • Target FCF margin — For a company not yet generating cash, the steady-state margin it is assumed to reach. The most fragile assumption in the model, because nothing in the history supports it.
  • Signal confidence — The weighted entry score a bar must clear before the strategy opens a trade, built from trend and momentum agreement. It says nothing about whether a stock is cheap.

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Educational content, not investment advice. Angie explains how a valuation is built so you can judge it yourself. What you do with that is your call.

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