You can find the field "Contact" inside the company's General Information page. It is the partner record of the company. You can click on it to see the partner record detail.
Company's partner is creating by the create method of the company. The partner will be the same name with the "is_company" field as true, "commercial_partner_id" as the company id and that partner has no parent record id.
Hope it will help you.