AI share of voice
Measure your share of tracked brand mentions against competitors across a consistent prompt cohort.
Use case
Add AI answers to your search measurement stack.
Track visibility beyond blue links. Find the prompts where competitors appear, the pages AI engines cite, and the markets where your brand is missing.
What you can learn
Measure discovery beyond traditional search
Search Console and rank trackers remain useful, but they cannot show how a brand is framed inside generated answers. Wolf adds a controlled AI-answer dataset to existing SEO, content, digital PR, and brand measurement workflows.
Citation intelligence
Identify the domains and exact URLs that repeatedly support answers about your category and competitors.
Content prioritization
Find buyer questions where your brand is absent or misrepresented before deciding what to update or publish.
Market comparison
Compare how the same question changes across engines, regional targets, languages, and campaign periods.
A practical workflow
From question to evidence
- 01Build prompts from customer research, sales calls, search queries, comparison intent, and category language.
- 02Group prompts by funnel stage, product line, audience, campaign, or market so results remain interpretable.
- 03Inspect mention rate, relative position, competitors, raw answers, citations, and source-page gaps.
- 04Prioritize factual improvements, helpful content, expert proof, digital PR, and third-party presence; rerun the stable cohort.
AI answers can change between runs. Wolf records defined observations and their supporting evidence; it does not guarantee a recommendation or claim that one response represents every user. Read the measurement methodology.