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F1 Classify

F1 Classify

Jun 12, 2026 Social & Community
f1 fan engagement racing ratings sports

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F1 Classify

About

With Free Practice kicking off the weekend, I kept thinking about how every post-race opinion, "Piastri outdrove Norris", "that strategy was a disaster", just evaporates in group chats. So I built F1 Classify: after every session (quali, sprint, race), fans rate drivers, teams and circuits, tag them with fan-culture tags (from "masterclass" to team memes), and make free pre-GP predictions. All of it aggregates into community rankings, trends and stats, the season as...

Comments (6)

Jocelyn Fisher Jocelyn Fisher 4 weeks ago

finally a way to preserve those post-race driver takes

Chelsey Rice Chelsey Rice 3 weeks ago

does this save the hot takes before group chat buries them

Lonzo Upton Lonzo Upton 3 weeks ago

what's the pipeline for ingesting and classifying all those race opinions?

Freida Marks Freida Marks 3 weeks ago

just use group chat like everyone else

Trace Gibson Trace Gibson 3 weeks ago

whats the classification model here? NLP on race commentary seems inherently fragile.

Pearlie Franecki Pearlie Franecki 3 weeks ago

spacing around the description text feels a bit tight up top