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Kumo Edge
AI weather forecasts + live temps for Kalshi & Polymarket
People are betting on weather in prediction markets. Apple Weather doesn't show you the most accurate forecast for the specific location the market settles on. Kumo Edge runs AI models built for each location, forecasting the daily temperature 90% more accurately than weather apps. Kumo Edge also tracks the live temperature every minute, so you see the edge before the market reacts. Our probability sits right next to the live odds. Spot the gap. Make the call. Act earlier than anyone else.
Hey Product Hunt 👋 SoranoAI just launched Kumo Edge!
Weather is one of the fastest-growing corners of prediction markets — i.e. "highest temperature in NYC today?" " — and it's uniquely data-driven. But there was no good way to actually read or predict it.
You may think you can just look at weather apps. But here's the catch: a weather app gives you a forecast for a whole city, but a market settles on one exact location. You can easily miss the easiest bet in prediction markets!
That's why we built Kumo Edge with our own Stanford-backed AI models tuned to each market's location, forecasting the daily high 90+% more accurately than a consumer app. We turn that into live probabilities and put them right next to the real market odds, updated every 60 seconds, so you see exactly where the data and the market disagree.
We also track the live observed temperature every minute — so the moment the real high/low prints, you catch it before the market reprices. Plus there's a Research Assistant AI function that you can ask "what's the safest bet in this market now?" It helps you brainstorm your trading strategy.
To be clear: it's an intelligence tool, not financial advice — we show you the data, you make the call.
Trying it is free! The link is above (kumoedge.co). Ask me anything 🌦️
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About Kumo Edge on Product Hunt
“AI weather forecasts + live temps for Kalshi & Polymarket”
Kumo Edge was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #95 on the daily leaderboard. People are betting on weather in prediction markets. Apple Weather doesn't show you the most accurate forecast for the specific location the market settles on. Kumo Edge runs AI models built for each location, forecasting the daily temperature 90% more accurately than weather apps. Kumo Edge also tracks the live temperature every minute, so you see the edge before the market reacts. Our probability sits right next to the live odds. Spot the gap. Make the call. Act earlier than anyone else.
Kumo Edge was featured in Weather (3.3k followers), Fintech (47.7k followers) and Artificial Intelligence (481.6k followers) on Product Hunt. Together, these topics include over 153.2k products, making this a competitive space to launch in.
Who hunted Kumo Edge?
Kumo Edge was hunted by Ayako Kawano. 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.
Want to see how Kumo Edge stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Ayako Kawano