Is it real?

Yes. Voting, commenting, leaderboards, daily challenges, and badges are all free. Premium analyst tools and a public API are on the roadmap, but the core loop will stay free forever.

Signed-in votes are weighted by each person’s historical accuracy, so a track record matters more than a brand-new account. That weighting applies to real votes. The bars on most posts still include a seeded demo crowd while the community is small — the label under the chart separates that from the real-voter count. Unlike a black-box detector, the call is debatable in the comments.

Not yet. While the community is small, the bars you see after you vote include a seeded demo crowd so the reveal isn’t an empty chart. The line under the bars says how many of those votes came from real signed-in people, counted from actual vote records. When there aren’t enough real votes to read a percentage, we say “Not enough real votes yet” instead of inventing one. Your accuracy, streaks, and the leaderboard count only real votes.

Then the consensus stands. We’re upfront when ground truth is unknown — your call still helps shape the community verdict, and you don’t lose accuracy points for going Unsure on those posts.

Yes, on an invite-only basis while review ramps up. Signed-in users can request beta access from the submit page. Approved posts join the same vote-and-reveal loop as the curated library. The library itself is a curated set across art, press photography, dating profiles, LinkedIn, ads, and more.

Vote totals, percentages, source labels, and verified ground truth are all hidden until you cast your vote. We even keep them off the network response so your browser can’t peek.

Images, text, and short-form video today — across categories like influencer photos, dating profiles, LinkedIn thought-leadership, political media, marketing ads, voice clones, art, and press photography. Audio voice-clone detection and longer video are next on the roadmap.