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Know what your audience is talking about before it peaks.
Trends move fast. A topic blows up on Reddit, spills into Twitter, and by the time a creator notices three days later, five other channels have already covered it.
What you get
Monitors multiple social platforms simultaneously, detects emerging topics and audience signals in real time, and sends alerts when something relevant is gaining momentum.
Demo output coming soon — this project is currently Planned.
Want something like this for your channel?
Let's talk →Creator Audience Radar
Tier 2PlannedMulti-source IngestionTopic DetectionAlert GenerationEmbeddings
Architecture
Multi-Platform
Data Sources→Ingestion Agents→
DigitalOcean
Normalization→Embedding→Topic Clustering→Velocity Scoring→Relevance Filter→
Output
Alert Gen→Delivery
Tech Stack
| Layer | Technology |
|---|---|
| Data sources | YouTube API, Reddit API (PRAW), Twitter API v2, Discord API |
| Scheduling | Celery Beat / Prefect / cron |
| Embeddings | OpenAI / sentence-transformers |
| Trend detection | HDBSCAN + velocity scoring |
| Relevance scoring | Cosine similarity against niche embeddings |
| Alert delivery | Slack webhook / SendGrid |
| Storage | PostgreSQL + pgvector |
| Dashboard | Next.js |
Pipeline
1Data Sources (YouTube, Reddit, Twitter/X, Discord)
2Platform-specific Ingestion Agents
3Preprocessing & Normalization
4Embedding Generation
5Topic Clustering & Trend Detection
6Velocity Scoring
7Relevance Filtering
8Alert Generation
9Delivery (Slack / Email / Dashboard)