05Enterprise Scale

Competitive Intelligence & Benchmarking

Automated competitor analysis with AI-powered web intelligence

500+

URLs processed

95%

Extraction accuracy

<8s

Per-URL pipeline

This is for you if...

You need systematic competitive intelligence — tracking competitors' products, pricing, positioning, and technical capabilities — without manual research teams.

Architecture

Why this architecture?

Turns 500+ competitor pages into structured intelligence automatically. Change detection alerts you when competitors move.

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

Tech Stack

Crawl4AILangGraphOpenAIPydanticPolarsPostgreSQLFastAPIPython asyncio

Industries

ConsultingSaaSManufacturingAny competitive market

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