Editorial policy

This document sets out what joyland-ai.io does, does not, and refuses to do editorially. It is the accountability page — the concrete standards a reader is entitled to hold this site to.

Independence

Editorial output is produced independently of Joyland AI, its publisher, and every other platform mentioned in the main review. No platform reviews its own coverage before publication. No platform receives edits, veto power, or advance notice of critical material. That includes competitor platforms mentioned in comparison tables. The word "independence" is not being used here as a marketing term — it is a working constraint on how this site is run.

Affiliate revenue: the honest picture

This site does earn affiliate revenue. Some outbound CTAs open Joyland AI or a competitor platform through an affiliate link. If a reader signs up or subscribes after clicking one, the site may receive a small commission from the platform, at no additional cost to the reader.

What that revenue is not allowed to influence, ever:

• Which platforms appear in a comparison table. Selection is by relevance to the reader's likely question, not by affiliate revenue.
• What rank they occupy in that table. Order is by fit, price, and what the site's own testing surfaced.
• Whether a critical claim gets softened. If a platform is worse at X, the review says so.
• Whether an alternative gets omitted because it competes with a high-earning partner. Every alternative worth naming gets named, whether or not there is a commission attached.

Platforms currently or historically covered without any affiliate arrangement include, for the reader's own audit: Common Sense Media's referenced research, the MIT Media Lab studies cited in the main review, and academic sources. Those receive the same editorial treatment as the affiliate-linked ones.

Sponsored content policy

None. This site does not accept sponsored posts, paid product placements, native advertising slots, or "guest posts" from platforms it covers. If that ever changes, it will be labelled clearly and disclosed here first.

Corrections and the correction log

Corrections are handled openly. When a factual error is confirmed, three things happen: the affected page is edited, the schema dateModified is updated, and a line is added to the correction log below. Prose polish and typo fixes are not logged; substantive factual changes are.

Correction log

• No entries yet. First substantive correction will be logged here with date, page, and nature of the change.

Sourcing standards

Every material claim on the main review is traceable to one of: direct product testing, an official platform source, published third-party research, or a documented community source. Where a claim rests on inference from primary sources, the reasoning is shown rather than hidden behind vague attribution. Weighting between source types is documented on the methodology page.

Use of AI in the editorial process

Large language models are used at the research and summarisation stage — for compressing long primary sources or transcripts — never as the final drafter of published prose. Every sentence on the main review is written or extensively rewritten by a human editor. The reason is not aesthetic. LLMs hallucinate specifics (dates, prices, quotes) at rates that fail the site's sourcing standards, and any output that reaches the reader has to pass the fact-check bar.

Handling of research citations

Where the main review cites third-party research (MIT Media Lab, Common Sense Media, Stanford Medicine's Brainstorm Lab, and similar), the citation is direct: publication name, sample size where available, and a hyperlink to the primary source. Research is never paraphrased to imply a finding it did not actually make. If a finding is qualified in the source, the qualification travels with it.

Reader rights

Readers can expect: an accurate publication date on every page, a visible author byline, a correction pathway, a disclosure of affiliate relationships, and the identity of the editor responsible. The methodology page is the operational side of these rights; this page is the promises side.

Contacting the editor

Editorial matters — corrections, disagreements with a claim, or press queries — go to the editor directly via LinkedIn: linkedin.com/in/melissablake1. Response window is seven working days.

Last reviewed: July 9, 2026 · by Melissa Blake