Lesson Outcome
Students can identify the external authority gaps that influence AI visibility.
What
If competitors appear more often in AI answers, the next question is:
Why are they being selected?
Often, competitors are chosen because they have stronger:
- Review profiles
- Listicle mentions
- Industry pages
- Comparison content
- Directory listings
- PR coverage
- Case studies
- Clearer service pages
- More consistent brand descriptions
- More authoritative third-party validation
Citation Gap Template
| Competitor | Mentioned In AI? | Sources Cited | Type of Source | Why AI May Trust It | Opportunity |
Source Types to Track
- Industry directories
- Review platforms
- News articles
- Comparison articles
- Vendor lists
- Partner pages
- Case studies
- LinkedIn/company profiles
- YouTube videos
- Reddit/forum discussions
- Public documentation
Student Exercise
Pick three competitors that appeared more often than your brand.
For each competitor, identify:
- What pages AI cited
- What claims are repeated
- What proof points appear
- What your brand is missing