Trust · The recipe, the blind spots, the receipts

How the grade works.
And when it's wrong.

Before you trust a letter grade with real money, you deserve three things most tools never show you: exactly how the grade is made, exactly where it has blind spots, and what happens when we get something wrong. This page is all three, in plain English. Anyone selling you certainty about markets is selling you something else — we publish our edges instead.

№ 01 · How the grade is made

A recipe you can check. Not a vibe.

Every stock starts at 50 points — a C−. It then earns or loses points on six questions any careful investor would ask, using audited numbers from the company's own filings:

  • Is revenue growing? Sales up more than 20% year-over-year earns the most points; shrinking sales lose points.
  • Are profits growing? Same idea, applied to the bottom line.
  • Is the debt manageable? Low debt compared to what shareholders own earns points; heavy leverage loses them.
  • Does management earn a good return on your money? Return on equity — profit per dollar shareholders have in the company.
  • Can it pay its bills? A healthy cash cushion against short-term obligations.
  • What do professional analysts think? Price-target upside gets a small voice — deliberately the smallest of the six.

Add it up, cap it between 0 and 100, and map to a letter: 90+ is an A+, below 35 is an F. The same numbers always produce the same grade — no black box, no "the model felt bearish." Growth and profitability dominate, balance-sheet safety matters nearly as much, and market opinion gets a voice but never a veto. A company can't score an A on hype.

Want the exact point bands, straight from the production code? The complete algorithm is published on our engineering site: Anatomy of a Grade. Every grade in your dashboard also shows its own arithmetic — hover it and see which factors moved and why.

The grade never travels alone.

Alongside every letter grade you'll see independent signals computed separately, so one lens can't hide another: an ML health score (a machine-learned second opinion — when it disagrees with the grade, that disagreement is itself worth your attention), analyst sentiment from real ratings, and profitability badges — including a green "cash-positive despite losses" flag for companies running the deliberate-reinvestment playbook that accounting income makes look worse than it is.

№ 02 · When not to trust the grade

Every scoring model has blind spots.
Here are ours.

  • Turnarounds look worse than they are. The grade scores the trailing numbers. A company mid-turnaround — new management, real restructuring — improves in reality before it improves in the filings. A D-grade stock in a genuine turnaround is exactly the case the grade is slowest to recognize.
  • Young growth companies get punished. Losing money on purpose to grow (the early Amazon playbook) scores like losing money from distress. If you own a pre-profit growth story, check the cash-positive badge before taking the letter at face value.
  • Banks, insurers, and utilities score low by design. These businesses run high debt as a structural feature, and our debt scoring doesn't fully forgive that. Compare financial stocks against other financial stocks, not against the whole market.
  • Small caps are graded on less evidence. Thin analyst coverage and short filing histories mean fewer factors get to testify. A B built on three factors is weaker testimony than a B built on six — the breakdown shows you which factors had data.
  • The grade has a date, and it matters. Grades refresh when companies file, not tick-by-tick. A grade computed before last week's earnings surprise doesn't know about it. Every grade we publish carries its computation date — check it, especially on shared reports.
  • Analysts are optimists, and one factor listens to them. Price targets skew positive as a known industry bias. That's why analyst opinion is capped as the smallest factor — but it's in the room.

What an A does not mean.

A high grade means one thing: the company's trailing fundamentals are strong by the published rubric. It is not a price call — a wonderful business can be a terrible buy at the wrong price. It is not a timing signal, not a prediction of next quarter, and never personalized advice. Quality and price are separate questions, and the grade deliberately answers only the first.

№ 03 · Where the numbers come from

The $50 trillion lesson.

In August 2026, a GMI report briefly showed Taiwan Semiconductor with a market value of $50 trillion — roughly half the economic output of the entire planet. The cause: our data vendor reports some figures in each company's home currency, and one derived number silently mixed Taiwan dollars with US dollars.

It was caught within hours — because the founder runs his own family portfolio through the platform every week, and $50 trillion is personally unbelievable. But the fix mattered more than the catch: GMI now computes its valuation and quality metrics in-house from raw audited statements instead of trusting the vendor's pre-computed figures. When a number can't be computed honestly, your report shows a "—", never an invented value.

Full detail for the technically curious: Data Provenance & Accuracy — every source, every refresh cadence, every validation rule.

When we break something, we publish it.

Every production system has incidents. The only variables are whether the operator learns from them — and whether you get to see the learning. GMI keeps a public incident log with real dates and real root causes: Production Postmortems. The bug count isn't zero. The same-bug-twice count is.

№ 04 · How to use the grade well

A tip-off. Not a verdict.

The grade's real job is triage: compressing a whole portfolio into a shortlist that deserves your attention — the D's and F's that quietly decayed, the surprising A's, the stocks where the grade and the ML score disagree. Then you investigate the shortlist: hover the breakdown, open the financials one click deeper, ask Claude about the actual numbers, and apply your own judgment.

Grades tip off; humans decide. That loop is exactly how the founder runs his own portfolio — the platform's first production user, every week, with real money riding on the conclusions.

Judge it on your own holdings

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Disclaimer: Grade My Investments is not a registered investment advisor and does not provide financial advice. All grades, scores, forecasts, and AI-generated content are for informational and educational purposes only — not personalized recommendations. Grades inform decisions; they must not make them. Full Terms.