Inspiration
Managing a growing community is rewarding until you're buried under hundreds of repetitive messages. We noticed that founders and community managers spend hours manually tracking feedback in spreadsheets. We wanted to build a way to skip the manual labor and get straight to the insights.
What it does
Chatter Plus acts as a 24/7 watchman for your community channels. It pulls feedback directly from:
- Discord messages and support threads.
- GitHub issues and discussions.
- Forums and external support tickets.
Instead of a long list of raw data, it uses AI to cluster similar complaints and feature requests into actionable patterns. You can see at a glance how many people are affected by a specific issue without reading the same thing over and over.
How I built it
The core engine is built with a focus on speed and accuracy. We use natural language processing (NLP) to identify semantic similarities between feedback points. This allows the system to group "I can't log in" with "Login button is broken" automatically.
Challenges I ran into
One of the biggest hurdles was handling the informal language used in community chats. Slang, typos, and varying levels of detail make traditional keyword matching useless. We had to refine our clustering algorithms to focus on the intent behind the message rather than just the words.
Accomplishments that I'm proud of
We successfully reduced the "feedback-to-insight" time for our early testers from hours to just a few seconds. Seeing a wall of noise transform into a clean list of top priority items was our biggest win.
What I learned
We learned that community feedback is often repetitive but highly valuable if surfaced correctly. The "vibe" of a community often shifts before the data shows it, so real-time monitoring is essential for retention.
What's next for Chatter Plus
We are working on deeper integrations with project management tools like Linear and Jira so you can turn a feedback cluster into a development ticket with one click.
Check out the live tool here: Chatter Plus
Built With
- nextjs
- postgresql
