AK1A Ekosystem · 7 min read
Why indicators are no longer static — the idea behind the Wave Foundation
AK1A Research Lab · Published 2026-09-01
Most fundamental analyses end in a number. ROE is 21 %. The margin is 14 %. The debt-to-equity ratio 0,8. Neat, tidy — and completely static.
We found that strange. Prices get waves, but the fundamentals stand still? A company projection is not a static image — over its course it moves, brakes, accelerates. So we rebuilt the entire way we look at fundamental data: every variable is a time series with its own wave class — on each of our five time horizons: micro, short, medium, long, and mega.
What a wave class means for a fundamental variable
When we look at revenue growth (V01), we do not just ask 'how big?' but 'where is it heading?'. The answer is one of four classes:
- Impulse wave — the variable moves forcefully in its direction
- Correction — it pulls in the opposite direction
- Base building — it moves sideways, gathering strength
- Undecided — the data is not enough to say anything. And then we say nothing.
The fourth class is the most important. Most services guess when data is missing — we prefer silence. An undecided cell is more honest than a fabricated number, and in the long run honesty is the only thing that works in analysis.
20 variables × 5 horizons = a matrix, not a number
The result is a matrix: 20 AKM1 variables on the vertical axis, five time horizons on the horizontal. Every cell has a wave class. Suddenly patterns appear that a single score never shows: that profitability drives in the short term while growth corrects in the medium term. That the risk variables are base building. That an entire category moves in step — or rebels against the rest.
And then the most interesting printout of all: the divergence. When the price (which AK1TS reads) says one thing but the fundamentals (which the Wave Foundation reads) say something else — then there is something to study. The divergence is not a buy or sell signal; it is a question. Our task is to educate you in asking it, not to answer it for you.
From stock to portfolio
One stock at a time first — then the entire portfolio. All holdings are weighted together, cell by cell, and the portfolio gets its own matrix: where is the average of what you own on each horizon? It is the same hierarchy all the way: cell → variable → category → whole.
The controversy — say it as it is
Mainstream fundamental analysis is about levels and multiples, not about waves on fundamental data. It is a fair criticism: quarterly data is noisy, the history at data vendors is short, and a 'wave' on a variable is not the same thing as a price pattern theory. We buy the whole criticism — that is why we report frequently with undecided cells instead of stretching the data. The exact execution of the classification rules is our know-how; how you read and interpret the wave classes we teach entirely openly.
Try it yourself
The Wave Foundation is free, like everything in Phase 1. Try the demo page with a real stock, and run your own holdings in the portfolio section — fundamental waves per stock and for the portfolio as a whole. Educational analysis, not investment advice: the tool teaches you to think, it never decides for you.
- Open the Wave Foundation — demo with a real stock
- Your portfolio's fundamental waves — analysis per holding + portfolio matrix
- Learn AKM1 from the ground up — the flagship course
- AK1TS — the hierarchy of wave theory — the price-side counterpart
FAQ
What is a wave class?
A classification of how a fundamental variable moves over time: impulse wave (moving forcefully in its direction), correction (pulling in the opposite direction), base building (moving sideways and gathering strength) or unassigned (the data is insufficient). Each AKM1 variable is classified on each of the five time horizons — micro, short, medium, long and mega — so the question becomes "where is the variable heading?" instead of only "how large is it?".
Why does the class "unassigned" exist?
Because most services guess when data is missing — and we prefer silence. An unassigned cell is more honest than a fabricated number, and in the long run honesty is the only thing that works in analysis. When the data providers' history is too short or quarterly data too noisy, the tool says nothing rather than stretching the data.
What does the divergence between price and fundamentals mean?
Att priset (som AK1TS läser) och fundamenten (som Vågfundamentet läser) säger olika saker om samma bolag — till exempel att kursen stiger medan försäljningstillväxten korrigerar. Divergensen är inte en köp- eller säljsignal; den är en fråga att studera. Så fungerar metoden: verktyget lär dig tänka, det beslutar aldrig åt dig.
Hur kommer jag igång med Vågfundamentet?
Verktyget är gratis, som allt i Fas 1. Demosidan visar fundamentala vågor för en verklig aktie, och i portföljsektionen vägs dina innehav samman cell för cell till en gemensam matris. Vill du först förstå modellen bakom ger AKM1-kursen grunderna variabel för variabel.