# How to Evaluate AGD Claims: Documentation, Examples and Tests

Canonical: https://theorganiclub.com/en/read/lab/evidence-ladder/

Published: 2026-09-08T12:00:00Z
Updated: 2026-09-09T07:41:56.167Z
Language: en
Evidence: hypothesis

The AGD evidence ladder separates platform documentation, methodical proprietary data, controlled experiments, repeated observations, hypotheses and folklore.

![Rough stone steps climb between large rocks and green plants.](https://theorganiclub.com/images/editorial/evidence-ladder.jpg)

RedRyan101. Wikimedia Commons photograph. Resized and JPEG-compressed from the source photograph. Original source SHA1: 94a102430cb60ab7c908d2ed9ea3509f3b61f39f.

## The takeaway

The AGD evidence ladder separates platform documentation, methodical proprietary data, controlled experiments, repeated observations, hypotheses and folklore. Every claim should retain provenance.

## The argument

Documentation may confirm a feature exists without proving its effect on reach. Internal observation may reveal a pattern without establishing a cause. Write the exact proposition supported by each source. Evidence level belongs to the claim, not author prestige or the number of links below it.

During review, underline verbs asserting a cause: increases, reduces, causes. Ask what evidence supports each one. A descriptive rewrite may be more accurate: a difference is observed and its cause remains unknown. This sentence-level work is more useful than a global “data-driven” badge above the article. Readers need to know which proposition a source actually supports, especially when one paragraph combines documented features with untested performance hypotheses.

## Make the claim fit the material underneath it

A platform document can establish that a feature exists. A public post can show how a creator used a format. An internal log can establish that an operation completed. A controlled experiment may support a narrower causal statement about an outcome. These are different kinds of evidence, not interchangeable decorations for the same headline. Before publishing a claim, ask what the cited material actually contains and whether a reader could follow the link and reach the same limited conclusion. Remove the part that depends on invisible assumptions.

Use explicit verbs. Documentation describes a capability; an observation shows what was visible at a stated time; a comparison suggests an association; a well-designed test can support an effect within its scope. Keep hypotheses interesting without laundering them into facts. For social examples, separate the observable hook from source-reported context and from commercial outcomes nobody has supplied. This discipline does not make an article timid. It lets the writer take a strong editorial position while giving the reader a clean boundary between judgement and evidence.

### Match the sentence to the evidence

- **Capability:** Official documentation describes what is supported.

- **Observation:** A dated record shows what was visible.

- **Causality:** A suitable design tests competing explanations.

Editorial model: a way to reason about the process, not measured platform results.

## Story: The idea in three screens.

### A hypothesis needs a label, not a disguise.
The AGD evidence ladder separates platform documentation, methodical proprietary data, controlled experiments, repeated observations, hypotheses and folklore.

### Evidence ladder
The AGD evidence ladder separates platform documentation, methodical proprietary data, controlled experiments, repeated observations, hypotheses and folklore. Every claim should retain provenance.

### What can mislead.
A promotional source does not become independent because another publication cites it.

## Story: From concept to practice.

### Attach a source or label to each claim.
Adapt this to your audience, budget and test scope.

### Keep unmeasured effects unknown.
Adapt this to your audience, budget and test scope.

## Put it to work

1. Attach a source or label to each claim.

2. Keep unmeasured effects unknown.

Limit: A promotional source does not become independent because another publication cites it.

## Sources

This publication is initiated by TokPortal. AI-assisted editorial production and corrections policy: https://theorganiclub.com/en/about/