Content provenance

Product evidence

Named-product statements begin with observable entry routes and public materials available on the recorded review date. Each statement is limited to what the source can support. Conflicting access descriptions are reported as conflicts; missing pricing is not replaced with an estimate; a dated checkout amount is not presented as permanent.

The review set for this release covers Candy AI, Lovescape, GoLove AI, and CrushOn.AI. JoyAI remains outside the ranked set because its category fit could not be established strongly enough from the reviewed evidence.

Media evidence

The intake contained 128 usable file records. Seventeen original assets were selected for release, eleven were blocked, and the remainder were deferred under the FAST_30 execution profile. The final client bundle includes poster derivatives for the selected motion previews. Selection considers rights attestation, adult status, visible branding, watermarks, technical condition, duplication, crop behavior, and whether the asset supports a clear page role.

Public and private separation

Public pages may include dated claims, summaries, human-readable explanations, and sanitized machine data. Raw destination URLs, tracking parameters, local file paths, private research notes, internal approval records, and unpublished evidence artifacts stay outside the client build.

Freshness and corrections

The site displays its update date and tells readers when live verification is necessary. A material change to a product route, price statement, content mode, or policy should update the visible copy, Markdown representation, machine data, structured data, sitemap date, and release evidence together.