For content teams
Turn lost citations into an editorial plan.
Connect answer changes, source evidence, and real content performance so writers know what to investigate next.
Move from “we disappeared” to a page-level hypothesis.
Find
Locate the visibility gap
See the topics and prompts where your brand lost ground or competitors became the preferred source.
- Topic and prompt-group trends
- Competitor citation gains
- Pages crawled but not cited
Brief
Build from evidence, not guesswork
Translate answer and citation patterns into a focused brief that preserves the source material behind each recommendation.
- Source and entity gaps
- Structure and internal-link opportunities
- Supporting evidence for reviewers
Validate
Measure the result after publishing
Re-run the same prompt set and compare visibility, citations, and downstream visitor outcomes.
- Before-and-after answer diffs
- Citation recovery tracking
- On-site outcome comparison
Early access