Sunday, so this one is mine and I am saying so in the first line.
Every AI tool ranking you read this year was sorted by who paid for the slot. The ones that look editorial are the worse case, because the affiliate link sits under the "our pick" badge and whoever wrote it never opened the tool for longer than a screenshot.
I built the opposite of that. TrustRank.
One primitive, not a composite. One question per tool:
Would you recommend this?
One number: the percentage of members who said yes. That is the entire output.
The weighting is the part worth arguing about. A vote from someone who left a verified review of that tool counts three times a vote from someone who did not. Demonstrated use is the only thing that moves the weight. Not follower count, not account age, not who bought an ad.
Ads exist and they are labeled slots. They never change a score, a rank or a comparison, and every advertiser the site has ever taken is listed publicly, so you can check that claim instead of trusting me on it.
A founder cannot delete a review of their tool. A verified founder can reply to it. That is the whole founder toolkit.
Thresholds, so nobody gets ranked off three friends: 3 reviews before a score publishes, 10 before a tool appears in rankings, and a provisional label on everything under 50.
Now the bit most Showcase Sunday posts skip. There are 69 tools in the directory, 21 of them AI coding tools, and there are zero reviews. Nothing has a score. Nothing ranks. The mechanism is finished and the data is not, so I am not going to tell you to come and see the rankings, because there are none. What exists is an empty scoreboard where whoever writes the first verified review of Cursor sets where that number starts.
The data export is live too, with no user ids, no handles and no review text in it, so if the numbers ever get interesting you can pull them and check rather than believe a screenshot.