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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.

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Creator Audience Radar

Tier 2Planned
Multi-source IngestionTopic DetectionAlert GenerationEmbeddings

Architecture

Multi-Platform
Data SourcesIngestion Agents
DigitalOcean
NormalizationEmbeddingTopic ClusteringVelocity ScoringRelevance Filter
Output
Alert GenDelivery

Tech Stack

LayerTechnology
Data sourcesYouTube API, Reddit API (PRAW), Twitter API v2, Discord API
SchedulingCelery Beat / Prefect / cron
EmbeddingsOpenAI / sentence-transformers
Trend detectionHDBSCAN + velocity scoring
Relevance scoringCosine similarity against niche embeddings
Alert deliverySlack webhook / SendGrid
StoragePostgreSQL + pgvector
DashboardNext.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)