LinkedIn is a business and employment-focused social media platform that works through websites and mobile apps. Launched on May 5, 2003, owned by Microsoft. The platform is primarily used for professional networking and career development, and allows job seekers to post their CVs and employers to post jobs. From 2015 most of the company's revenue came from selling access to information about its members to recruiters and sales professionals. Since December 2016, it has been a wholly owned subsidiary of Microsoft. As of February 2022, LinkedIn has 830+ million registered members from over 200 countries and territories.

Findem is a talent-acquisition technology firm that offers an AI-driven “Talent Data Cloud” designed to help companies identify, attract, and engage top candidates more efficiently. The company features capabilities such as its Copilot for Sourcing, which can turn a job description into a verified shortlist of candidates pulled across all hiring

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