The fastest way to understand
any discussion thread
Streaming summaries with smart highlights powered by free, open-source AI models. Get the gist of long forum threads in 10-30 seconds instead of minutes.
Interactive Demo
Select a sample thread or paste your own to experience real-time streaming
Streaming Summary
Key Points
Powerful Features
Everything you need for instant thread comprehension
Streaming Summaries
Progressive token streaming delivers instant results. Users see the gist while the model completes the full digest.
Smart Highlights
Sentence-level highlights with provenance links back to exact posts and character offsets for verification.
Persona Tuning
Novice, Professional, or Executive summary modes surface the right level of technical detail.
Get Started in Minutes
Drop your streaming endpoint URL into your environment variables or use the default demo server. Deploy to Vercel for low-latency edge routing.
Install dependencies
npm i framer-motion lucide-reactConfigure streaming endpoint
NEXT_PUBLIC_STREAM_URL=/api/stream_summaryDeploy to Vercel and connect your forum data
Performance Snapshot
Performance depends on model selection, batching, and caching strategy