Before signing up to a free AI image website: an evidence checklist
A short demonstration of a free image website rarely shows who operates it, what happens to uploads or whether the final file can be exported. Evaluate those questions before providing personal material, installing an extension or treating a promotional clip as a technical review.
Identify the service you are actually using
Record the exact website address, operator and stated model. A familiar model name in a title does not establish that the service uses that model or is operated by its publisher. Compare claims against the relevant official model card rather than relying on an advertisement or a copied logo.
Do not install a browser extension or download an executable merely because a page calls it necessary for free generation. Treat installation as a separate decision requiring a verified source. A website demonstration and a local application have different access to your computer.
Test with non-sensitive inputs
Use an original, ordinary prompt and a permitted sample image if uploads are required. Avoid identity documents, client files and personal photographs during evaluation. Read the service's own retention and training statements before deciding whether a more sensitive task is appropriate.
Data policies belong to the service and product in use. For example, OpenAI's business-data documentation describes its own covered offerings; it does not establish the policy of an unrelated image website. Do not assume that a free tier and a paid business workspace have identical handling.
Inspect the delivered file
Download an output and check its actual dimensions, format and visible watermark. Determine whether the site preserves the result after leaving the session and whether the workflow can be repeated. A preview that cannot be exported may be unsuitable even if it looks impressive.
Keep a record of any credits, queue restrictions or account requirements encountered. Do not equate downloadable model weights with free hosted computation. A model card's licence and a hosted service's commercial terms answer different questions and should both be reviewed when applicable.
Make a narrow conclusion
Describe what you directly observed: whether the prompt ran, the file exported and the stated restrictions were understandable. Do not label the service best, unlimited or private without evidence for those specific claims. If the operator or model remains unclear, preserve that uncertainty in the review.
This retained URL now provides a sign-up checklist rather than endorsing an unidentified secret website. For creative quality comparisons, use a separate repeatable test set. The immediate objective here is to establish what service is being used and what the user gives and receives, before judging image aesthetics.