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Streamlit
Real-time AI tool maps online echo chambers worldwide.
The Echo Chamber Analytics Engine is a live data pipeline that tracks online groups worldwide. It collects global media streams in real time. Then, it uses AI tools like DistilBERT and K-Means clustering to sort text into distinct narrative bubbles. It also tracks emotional shifts and calculates an Echo Chamber Index to score polarization. This tool helps users, investors, and developers monitor narrative trends as they happen.
Hey Product Hunt! 👋
I built the Echo Chamber Analytics Engine out of a personal fascination with how information fragments across the web. I wanted to see if I could combine core statistical distribution rules with deep-learning NLP architectures to build a lightweight, practical dashboard that refreshes instantly.
The core application lets you analyze trending macroeconomic presets for free, and I've integrated a recurring premium tier to handle custom keyword inputs safely in the cloud.
I’d love to hear your thoughts on the UI layout, the clustering density, or features you’d like to see added to the matrix pipeline next. Thank you for checking it out!
About Streamlit on Product Hunt
“Real-time AI tool maps online echo chambers worldwide.”
Streamlit was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #131 on the daily leaderboard. The Echo Chamber Analytics Engine is a live data pipeline that tracks online groups worldwide. It collects global media streams in real time. Then, it uses AI tools like DistilBERT and K-Means clustering to sort text into distinct narrative bubbles. It also tracks emotional shifts and calculates an Echo Chamber Index to score polarization. This tool helps users, investors, and developers monitor narrative trends as they happen.
On the analytics side, Streamlit competes within Analytics, Artificial Intelligence, GitHub and Vercel Day — topics that collectively have 687.1k followers on Product Hunt. The dashboard above tracks how Streamlit performed against the three products that launched closest to it on the same day.
Who hunted Streamlit?
Streamlit was hunted by Ald. 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 Streamlit including community comment highlights and product details, visit the product overview.
Ald