AI-Agentic LinkedIn Company Profile Finder is an end-to-end automation solution harnessing AI-driven agents to locate, parse, and extract company profile data from LinkedIn. Upon providing a list of target company names or keywords, the system automatically searches LinkedIn, identifies the official company pages, and scrapes relevant information including industry classification, employee count, headquarters location, company size, and brief descriptions. Extracted data is validated against predefined schemas, cleaned, and formatted into JSON. Bulk operations allow parallel processing of multiple queries, while customizable scrapers adapt to LinkedIn page structure changes. This agentic approach reduces manual effort, accelerates competitive research, and ensures consistent, accurate company intelligence for sales, marketing, and analytics workflows.