The public preview is better at understanding real brand sites, showing why creators did or did not match, and producing sample outreach that reads like it came from the brand itself. The result is a closer look at what Stela will actually do once you start using it. When you preview Stela with your website, the page now does more of the work for you: It reads more brand sites successfully — Many consumer brands use storefronts that were hard for Stela to read on the first try. The preview now handles those sites more reliably, so you are less likely to be asked to describe a brand Stela could have understood from the website. Matches are held to the same standard — Preview matches now use the same fit expectations as signed-in campaigns, so the creators and sample drafts you see are a more honest reflection of the real product. Creator cards are easier to trust — If engagement cannot be verified, the preview no longer presents it as a misleading 0.0%. The page is clearer about what was found, what matched, and what should not be treated as a qualified creator. Sample drafts sound less like a demo — Preview drafts no longer introduce a placeholder sender named "Demo", and keyword selection stays focused on the brand's main product line instead of wandering into one-off accessories.