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What supports the recommendation?

When evaluating a recommendation, I want to understand its evidence and how to test it. This collection brings together tests, examples and tools from my site. Each serves a different purpose: an experiment on this website, a worked decision or a worksheet for your own observations.

Can an AI agent complete a form?

What happens when a form receives text that is too short, and can it recover? The article documents a test on a local copy of this website, the defect and its fix. Codex performed the checks; this was not a client project.

Published: 10 September 2026

Read the guide and evidence ↗

Record mentions and sources

Build a question set and retain answers, sources and repeated observations. The worksheet separates mentions, citations and recommendations. It is a working template, not a pre-collected research dataset.

Read the guide and evidence ↗

These are resources published on my own website. They are not independent endorsements or client project results. Each guide records its methods, sources and writing assistance.

Before using a finding

Define the question

Establish what was tested, on which site or market and under which conditions. A screenshot alone is not enough to support a conclusion.

Examine the measurement

Check who ran the test, when, with which tool and how many repeats. In AI answers, distinguish a mention, a source citation and a recommendation.

Decide what applies elsewhere

A result from one task can suggest something to investigate on your site. It does not establish that the same change will produce the same result elsewhere.

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