Advertising Intelligence

Scope

What this extracts

• Company Profile — high-level business overview and positioning
• Company Size — estimated range with confidence and evidence notes
• Locations — headquarters and operating locations
• Products & Services — primary offerings and categories
• Target Market & Audience — likely buyer segments and use cases
• Demographic + Geographic Signals — region, buyer profile, and market coverage
• Psychographic Signals — customer motivations, priorities, and purchase triggers

Live tester

Run extraction from this page

Drag and drop a website URL into the box below, or paste a URL and press Enter. This calls /api/advertising-intelligence and returns profile JSON that you can publish or download.

Meeting notes

Build history

• First Meeting with Lupo — View subpage

Downloadables

Files in this wiki folder

• Extractor Script — Download company_profile_extractor.py
• Prompt Template — Download profile_prompt_template.txt

Quick Start

Run locally

python3 -m pip install requests beautifulsoup4
export LLM_API_KEY="your_key_here"
export LLM_MODEL="gpt-4.1-mini"
python3 company_profile_extractor.py "https://www.completetrailersco.com/" --output complete-trailers-profile.json

The script crawls key public pages on the same domain (home, about, services, products, contact), then prompts the model to return strict JSON with evidence and confidence notes.

API configuration

Environment variables

• LLM_API_KEY — required (falls back to OPENAI_API_KEY)
• LLM_BASE_URL — optional, default https://api.openai.com/v1
• LLM_MODEL — optional, default gpt-4.1-mini

Output format

JSON keys

• company_name
• company_profile_overview
• estimated_company_size_range
• annual_revenue_estimate
• main_competitors
• locations
• products_services
• target_market
• target_audiences
• demographic_geographic_profile
• psychographic_profile
• confidence_notes
• evidence_quotes
• source_urls