Linear provides an opinionated GraphQL API and real-time data-change webhooks for engineering and product issue tracking. In business operations like customer feedback resolution, an AI agent monitors incoming customer feedback, queries Linear for matching issues by team, title, or label, and drafts a structured issue or investigation comment with reproduction evidence. The product or engineering lead retains authority to approve bug creation, assign priority, or close duplicate reports. The agent never autonomously closes active customer tickets or modifies sprint cycles without human sign-off.