Automated competitor analysis with AI-powered web intelligence
500+
URLs processed
95%
Extraction accuracy
Async
Pipeline
This is for you if...
You need systematic competitive intelligence — tracking competitors' products, pricing, positioning, and technical capabilities — without manual research teams.
Architecture
Key Capabilities
Crawl4AI async web scraping with intelligent content extraction
LLM-powered analysis with structured output via Pydantic schemas
Key metrics caching for deduplication and change detection
Polars-based data processing and competitive benchmarking
PostgreSQL storage with historical trend tracking
REST API and dashboard for real-time intelligence feeds