Insight Stream
AI-powered content intelligence
The problem
Ever scrolled through hundreds of articles and Reddit threads just to find the few that matter to your work?
The product
Insight Stream is a topic-based content intelligence platform that brings relevant information to you, shows public sentiment, and keeps you current on the areas you care about.
It collects content from sources like RSS feeds and Reddit, organises it around the topics each user follows, and uses AI to classify sentiment, surface trends and power semantic search, so people find content by meaning instead of exact keywords.
Inside the product
Redesigned interface screens, shown with sample data.
Key capabilities
- Personalised, topic-based content feeds
- Ingestion from RSS feeds and Reddit
- AI sentiment classification: Good, Bad or Neither
- Trending topic discovery
- Semantic search over embeddings
- Background processing, caching and authenticated access
How it flows
- 01RSS and Reddit sources
- 02Celery + Redis workers
- 03LLM sentiment
- 04Embeddings in pgvector
- 05Feed and search API
Tech stack
BackendFastAPIPython
DataPostgreSQLSQLAlchemyAlembicpgvector
Jobs, cacheCeleryRedis
AIOpenAIGeminiDeepSeekGroqEmbedding search
FrontendVue 3TypeScriptPinia
InfraDockerDocker ComposeJWT authRate limiting