Start from questions, not keywords
Cluster questions across research, comparison, adoption and operation around the customer job.
- Consolidate overlapping intent
- Assign hub and detail roles
- Create natural paths to conversion
Create citable evidence
Add original data, explicit methods, update dates and accountable authors—not generic summaries.
- Original data and operating experience
- Author, reviewer and company context
- Structured concise answers
Prioritize refreshes by outcomes
Prioritize by pipeline contribution, freshness and citation potential—not ranking loss alone.
- Qualified non-brand visits
- Assisted conversion and pipeline
- Brand references in AI answers
Measure discovery, understanding and citation separately
Rank alone cannot describe AI visibility. Track crawl access, indexation, entity accuracy, cited pages, citation-driving topics and referral traffic as separate signals.
- Server logs and index coverage
- Cited pages and grounding queries
- AI referrals and qualified inquiries