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FireWatch AI

Open-source wildfire history and spread exploration

Explore historical wildfire progression, inspect environmental data, and experiment with spread scenarios in an open-source research prototype. Built with React, Leaflet, TypeScript and Python. MIT-licensed code, documented data gaps and scoped contributor tasks. Research use only; not validated for emergency decisions.

Top comment

Hi Product Hunt! I’m Ruben, one of the people building FireWatch AI, an open-source wildfire research prototype. We’re looking for contributors in GIS, wildfire science, Python and TypeScript. Help improve data quality, maps or tests: https://github.com/RubSar/firewa... It’s research-stage, not validated for emergency use. What would you like to help improve?

About FireWatch AI on Product Hunt

“Open-source wildfire history and spread exploration”

FireWatch AI was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #106 on the daily leaderboard. Explore historical wildfire progression, inspect environmental data, and experiment with spread scenarios in an open-source research prototype. Built with React, Leaflet, TypeScript and Python. MIT-licensed code, documented data gaps and scoped contributor tasks. Research use only; not validated for emergency decisions.

On the analytics side, FireWatch AI competes within Open Source, GitHub and Climate Tech — topics that collectively have 123.4k followers on Product Hunt. The dashboard above tracks how FireWatch AI performed against the three products that launched closest to it on the same day.

Who hunted FireWatch AI?

FireWatch AI was hunted by Ruben Sargsyan. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

For a complete overview of FireWatch AI including community comment highlights and product details, visit the product overview.