AnswerTrace

AnswerTrace is a web app (with a lightweight Slack/Teams companion) that turns your knowledge base into a measurable system. It captures every time an article is used to answer a ticket, chat, or internal question, then tracks downstream outcomes: reopens, escalations, refunds, CSAT drops, and repeat contacts. When an article correlates with bad outcomes, it gets flagged with a “risk score,” showing the exact snippets agents copied, the customer context, and what changed recently. The app also detects “silent failure” articles—high views but high bounce, high search refinement, or low resolution signals—and suggests targeted fixes. This is an AI + traditional app: AI clusters similar questions, summarizes failure patterns, and proposes edits, but humans approve changes. Integrations focus on Zendesk/Intercom/Help Scout, Slack/Teams, and common KBs like Confluence/Notion/Help Center exports.