Jackets

Five brands sat at #1 over 19 weeks. That number alone tells you the jackets category will not sit still. From April 27 to August 31, 398 brands got tracked, 336 of them new to the list, and almost half the top ten turned over.

The names at the bottom moved fast. Cotopaxi climbed 22 spots. Fjallraven fell 9. Gore Wear showed up out of nowhere at #27. Whatever settled at the top by August did not get there by standing still.

We take one category apart in depth as our history deepens. This season, Jackets earned the slot — picked on a weighted read of rank movement, AI disagreement and reviewer coverage.

Who climbed, who slipped, who arrived.

Cotopaxi climbed from #45 to #23, Fjällräven ran from #33 to #17, and Millet moved from #41 to #28. On the other side, Fjallraven — the other spelling, a separate line in the data — slipped from #9 to #18, L.L.Bean dropped from #23 to #30, and Mammut fell from #14 to #19. Gore Wear arrived cold at #27 on May 11 and held its ground.

The leaderboard churned.

Patagonia, Arc'teryx, The North Face, and Outdoor Research ran the race for #1, and the lead changed hands five times in 19 weeks. No one brand pulled away. The rank at the very top moved as often as the brands buried in the 20s and 30s, which says the disagreement wasn't confined to the margins — it ran straight through the category's spine.

Same question, different answers.

Ask six assistants for the best winter jacket and you get six answers. AI Mode named the McMurdo Parka. ChatGPT named the Therme SV Parka. Claude named the Nano Puff Jacket. Perplexity named the McMurdo Down Parka — close to AI Mode's pick but not the same listing. Gemini named the Down Sweater. Grok named the Expedition Parka 2026. Not one model agreed with another on the exact product.

The crowd saw it first.

The crowd and the models are not reading from the same page. Uniqlo pulled 4.9 stars across 48 reviews and the models buried it at #22. Montbell hit 4.8 stars and landed at #13. Helly Hansen, with 1,500 reviews behind its 4.7 stars, sat at #11. The category average is 4.6 stars — these three all beat it, and all three sit well outside the top ten the models actually push.

Where the machines and the room part ways.

The panel and the humans split on where the praise belongs. The Helium Rain Jacket sits at #2 with the AI panel while humans stay cool on it. The Houdini Jacket gets AI's #4 and the same cold shoulder from reviewers and buyers. Meanwhile the Eos Down Jacket sits at #24 and the Gamma MX Hoody at #30 — both ranked low by the models, both liked more by the people who actually wear them. The one place everyone agrees: the Squamish Hoody, AI's #1 and no argument from the humans.

What owners flag months in.

Fresh ratings hide what months of wear reveal. The Gamma Hoody carries a 4.8-star average and AI's #7 slot, but owners flag a fit that runs inconsistent across sizes — two threads, moderate volume, invisible in the score. The Kor AirShell Hoody, 4.6 stars and AI's #11, gets the same treatment over sleeves that run short. The Versalite Jacket, 4.8 stars and AI's #18, has owners reporting the waterproof coating breaks down and the jacket leaks after months of use. None of it shows up until you go looking.

Where the cameras pointed.

Creator coverage tilted hard toward one name. Of 138 tracked reviews, Eddie Bauer took half the recent share. Nike and Columbia split the rest evenly, 25% each. The camera time didn't follow the leaderboard — it followed whoever was willing to send product.

The fights that defined the window.

What actually moved underneath the leader.

The top ten was 100% incumbents in week one. By week 19, it was 80%. Twenty points moved to fresh and upstart brands — not a landslide, but a real crack in a shelf that used to belong to the same handful of names.

Nineteen weeks, five different leaders, and a top ten that's only 80% the same brands it used to be. Patagonia and Arc'teryx still fight for the crown, but the ground under them is not the ground it was in April. The edge goes to whoever adapts fastest to a shelf that keeps turning — not whoever held it first.