The comparison decision
Start from real prompts and competitor landing pages. Cluster only when the reader's task and evidence requirement are the same.
Evidence-led comparison method
- Identify prompts where the brand is absent, inaccurate, or weakly cited
- Capture the competitor pages and sources associated with repeated wins
- Compare page purpose, evidence, structure, and freshness
- Choose refresh, new owner, source work, or no action for each gap
- Retest the same prompt group after publication and discovery
Competitor example
Ten query variants about platform historical data should normally map to one buyer guide, not ten pages. A separate data-retention question may deserve its own page because it changes procurement risk.
Evidence to retain for AI search content-gap analysis
Keep these fields with the decision:
- prompt
- market
- platform
- competitor
- answer evidence
- cited URL
- observed difference
- hypothesis
- owner
- retest date
Limits and UnderAI's role in AI search content-gap analysis
A competitor citation does not prove that copying its page will work. The page is evidence of current market coverage, not a template to reproduce.
UnderAI's response and citation evidence can identify gaps; managed AI SEO and content strategy can turn only the validated gaps into page owners.