Workflow verification
Photo, batch, video, and GIF pages are checked against the matching submission endpoints, task states, and downloadable outputs.
Verification methodology
How public claims are checked
Product pages should describe what the current service actually does. This methodology defines the evidence used for pricing, workflows, privacy, localization, and technical SEO statements.
Evidence hierarchy
Live behavior comes first
A claim is retained only when it can be supported by the running service, its current configuration, or an explicit public policy.
Price verification
Credit package claims are compared with the public credit-plan endpoint. Duration or output-based task costs are checked against the amount displayed before submission.
Reward verification
Signup, check-in, sharing, and referral rewards are tested against server-side limits, duplicate-claim behavior, and balance changes.
Privacy verification
Retention and indexing statements are checked against cleanup jobs, media route headers, robots directives, and the current Privacy Policy.
Release checks
Search and user experience checks
Localization
Each localized product page must have one translated H1, translated title and description, a self-referencing canonical URL, and reciprocal hreflang links for all supported languages.
Structured data
JSON-LD must parse as valid JSON and use the same canonical URL and language as the visible page. Ratings, certifications, customer counts, and unsupported offers are excluded.
Mobile behavior
Primary navigation, authentication, upload controls, rewards, support, and checkout are checked at phone and desktop viewport sizes without overlapping controls.
Crawlability
Canonical pages must return 200, moved routes must use a relevant 301, permanently retired routes use 410, and private routes remain noindex and out of the sitemap.
Limitations
What is not claimed
Generated quality varies with pose, lighting, occlusion, resolution, motion, and the similarity of the supplied faces. The site does not publish invented benchmark scores, user totals, review ratings, certifications, hardware claims, or guaranteed response times.
Time-sensitive facts
Prices, limits, and payment methods can change. The live interface and current API response take priority over cached search snippets or third-party pages.
Corrections
Report an inaccurate public claim to [email protected] with the page URL and observed behavior.
Review date
This methodology and the linked public reference were reviewed on July 11, 2026.
Check the current product reference
The full reference lists canonical routes, current credits, reward rules, retention, and safety boundaries.