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Competitive Intelligence & Benchmarking
Automated competitor analysis with AI-powered web intelligence.
500+
URLS PROCESSED
95%
EXTRACTION ACCURACY
<8s
PER-URL PIPELINE
INDUSTRIES
Consulting · SaaS · Manufacturing · Any competitive market
§ ARCHITECTURE
How it fits together.
CLICK A NODE TO INSPECT →
HTML content
structured
trends
Target URLs
Competitor Sites
Crawl4AI
Async Scraping
Key Cache
Change Detection
LLM Extraction
Structured Output
Polars Engine
Benchmarking
PostgreSQL
Trend Storage
Dashboard
Intelligence Feed
SYSTEM OVERVIEW
500+ competitor pages turned into structured intelligence automatically. Change detection alerts you when competitors move.
FOR YOU
You need systematic competitive intelligence — tracking products, pricing, positioning, and technical capabilities — without a manual research team.
§ CAPABILITIES
Async web scraping
01
Structured extraction
02
Change detection
03
Historical trends
04
§ IN DETAIL
a.
Crawl4AI async scraping with intelligent content extraction
b.
LLM-powered analysis with structured Pydantic schemas
c.
Key-metric caching for deduplication and change detection
d.
Polars-based data processing and benchmarking
e.
PostgreSQL storage with historical trend tracking
f.
REST API and dashboard for real-time intelligence feeds
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