Review methodology

This page documents how the Joyland AI review is written, sourced and kept current. Anyone reading a claim on the main page should be able to trace it back to one of the categories below.

Sources, in order of weight

Not all sources are equal, and readers deserve to know what a given sentence rests on. Weighting on this site runs, from heaviest to lightest:

1. Direct testing. A live Joyland account used to verify the current UI, credit mechanics, tier limits, character creation flow, and NSFW gating behaviour.
2. Primary platform materials. The Google Play listing, the App Store listing, joyland.ai homepage, in-app screens, and the public changelog.
3. Independent third-party research. Peer-reviewed studies, non-profit assessments and academic publications on AI companion apps generally — MIT Media Lab, Common Sense Media, Stanford Medicine's Brainstorm Lab, and similar. These get cited inline where relevant to safety or usage patterns.
4. Community sources. r/joyland_ai, the Joyland Discord, and posts on X from the platform's own account. Used for outage reports, user-side workarounds and known-issue tracking.
5. Aggregated tech-press coverage. Read for cross-reference on pricing and feature dates; never used as the sole source for a factual claim.

What we test versus what we cite

Anything that changes fast (tier prices, NSFW gate behaviour, credit costs, character library size, mobile app availability) is checked in the live product before publication. Anything that requires long-run data (impact on loneliness, effect on adolescent development, cross-platform comparisons) is cited to published research and named as such — this site does not manufacture longitudinal findings.

Comparison methodology

The alternatives table on the main review (Character.AI, CrushOn AI, Candy AI, SpicyChat, Dittin AI) is built on six axes: primary use case, NSFW policy, library size, starting price, and the biggest trade-off. Each platform is described in the terms it advertises itself in, then re-checked against user reports of the current experience. Prices are captured at publication date and marked as such — this niche reprices often enough that any table without a date attached is unreliable within a few months.

Freshness and revision cadence

The main review is reviewed at minimum every 90 days. Any material change to Joyland's pricing sheet, mobile app availability, or NSFW gate triggers an out-of-cycle update. When a page is updated, its dateModified value in schema is bumped; datePublished is left immutable so the record of first publication survives.

Revision history for major updates is summarised at the bottom of the page it applies to. Trivial edits (typos, prose tightening, dead-link fixes) do not get logged.

Corrections

Factual corrections are welcome and take precedence over defence of the original wording. Send a note via LinkedIn (linkedin.com/in/melissablake1) with the claim, the correction, and a source. Verified corrections are: (a) applied to the affected page, (b) logged on the editorial policy page, and (c) reflected in the schema dateModified. Turnaround target is seven working days from receipt.

Explicit non-methods

To pre-empt some standard misreadings of what this site does:

• No sponsored coverage. Joyland AI has not paid for placement on this site. Neither has any other platform mentioned.
• No AI-drafted final copy. LLMs are used to summarise external material during research, never to produce the published prose.
• No image manipulation of screenshots. If a screenshot appears on this site, it is the app as it was captured, un-retouched beyond cropping.
• No clinical claims. Where mental-health or behavioural claims are made about companion-chat use, they are cited to primary research and framed as findings from that research — not as the site's own conclusions.

Conflict-of-interest scan

The editor holds no equity in Joyland AI's publisher, in any competitor platform, or in the affiliate networks used to serve outbound links. If that changes, the editorial policy page will be updated the same day, and any affected coverage will be re-reviewed independently.

Last reviewed: July 9, 2026 · by Melissa Blake