We caught a competitor stealing 14 AI citations. Here's how we built the alert system.

A customer ran their first AEO audit on a Tuesday morning. By Tuesday afternoon, our Competitor Citation Tracker had flagged that a direct competitor was being cited by ChatGPT for 14 of their 30 tracked queries — queries the customer thought they owned.

By Friday, after we'd auto-restructured their cornerstone content, ChatGPT had switched citations on 9 of the 14 queries. That's the entire pitch of competitor tracking: see the steal in real-time, take it back the same week.

How citation tracking actually works

Every day, the AEO worker fires a query at all 5 AI engines for each of your tracked targets. It parses the response, extracts cited URLs and domain mentions, and writes the result to Firestore.

When a tracked competitor appears in the citations but your domain does not, we mark it as a 'competitor lead' event. These events get batched per-site, per-day into a single digest email and Slack message — so you don't get spammed with 200 alerts.

What the alert tells you

• Which queries flipped — i.e. you were cited last week, now you're not
• Which competitors are gaining ground on which engines
• The specific URL that got cited instead of yours
• A diff-style recommendation of what content gap to close

Connecting Slack

Slack webhooks are the fastest way to plug citation alerts into your team. In Settings → Notifications, paste your incoming webhook URL. Future digests post to the channel of your choice with a structured block that links straight to the affected page.

# 1. Go to api.slack.com/messaging/webhooks
# 2. Create webhook, copy URL
# 3. Paste into Stackwise Rank Settings → Notifications
# 4. You'll receive a test message immediately

The takeaway

AI search is winner-take-most. The brand cited first becomes the de-facto answer, and the citation calcifies over time. The window to react is days, not weeks. Tracking is the difference between defending your ground and watching it vanish.