Trust

How we test AI tools

AI Earning Lab editorial teamReviewed October 2026

The public template for hands-on tests we have not run yet: scope, setup, evidence, and a five-dimension scoring rubric — published so the method is auditable first.

No hands-on tests have been run under this protocol yet. This page is the template that future real tests will follow — published now so the method is auditable before any verdict exists.

The protocol

Every hands-on test will follow the same six steps, in order:

  1. Scope. One tool, one clearly defined workflow (for example: "draft a client proposal in under 20 minutes"). No tool is tested "in general."
  2. Setup. Record the account type, plan, tool version, and test date. Anything that could change the result gets written down first.
  3. Steps. A numbered task list anyone could repeat — the same prompts or inputs, the same success criteria.
  4. Evidence. Dated notes plus screenshots of the tool's actual output and reports. Borrowed or stock imagery is never presented as test evidence.
  5. Scoring. Each test is scored 1–5 on five dimensions: output quality (is the result usable as-is?), reliability (does it work the same way twice?), cost sanity (does the plan price match the value delivered?), commercial-use terms (can the output be sold or delivered to clients?), and privacy (what happens to the inputs?).
  6. Verdict rules. A verdict is conditional — "worth it for X" — and any dimension scoring below 3 must be named as a limitation, not buried.

What a test report will include

When tests are published, each report will show: the scope and setup, the steps taken, the dated evidence, the five-dimension scores, the conditional verdict, and the limitations. Reports will be linked from the relevant tool page and listed here.

What this page is not

This page is not a test result. Nothing on this site claims hands-on testing unless it links to a dated test report — and today, no such reports exist. Our methodology explains what the current "Last verified" stamps do mean.

When tests happen

Hands-on testing begins when the resources for it exist — accounts, time, and a repeatable process. Until then, this protocol stays public as a promise about how future tests will be run, not as a claim that they already have been.

Keep reading

Educational content, not financial advice. AI does not guarantee income. No email signup on this page.