Question 1

How often does Marveriq update AI visibility data?

Accepted Answer

Marveriq operates on user-driven and scheduled monitoring. AI engines evolve rapidly, so Marveriq continuously tracks changes in AI citations, competitor movement, brand sentiment, and topic coverage and visibility. Weekly brand monitoring is considered minimum best practice, with more frequent tracking recommended for competitive industries.

Question 2

What types of AI citations does Marveriq detect?

Accepted Answer

Marveriq detects and analyzes: Brand mentions and sentiment, Product and service mentions, Executive and leadership references, Conversational topics and citations, Competitor references, Statistical callouts, Industry categorization, and Recommendation placement and prominence inside AI answers.

Question 3

Does Marveriq measure sentiment inside AI answers?

Accepted Answer

Yes. Marveriq classifies sentiment as positive, neutral, or negative and provides contextual insight into why AI engines describe your brand the way they do. This allows marketers to adjust messaging and positioning, correct negative or inaccurate narratives, and protect and improve brand reputation inside AI systems.

Question 4

Can Marveriq show how often competitors appear in AI answers?

Accepted Answer

Absolutely. Marveriq provides competitor benchmarking across visibility frequency, sentiment, topic and content authority, recommendation rate, and share-of-voice inside AI answers. You can directly compare how often competitors are recommended over you — across engines, industries, and topics.

Question 5

Does Marveriq tell me how to improve my AI visibility?

Accepted Answer

Yes. Marveriq generates actionable GEO and AEO recommendations based on missing topic coverage, content and narrative gaps, trust signals AI models favor, brand sentiment issues, competitor strengths, citation frequency thresholds, AI engine behavior patterns, and still-relevant legacy SEO signals. This turns AI visibility from an abstract concept into an executable strategy.

Question 6

Can Marveriq improve my Google SEO as well?

Accepted Answer

Indirectly, yes. As your brand is cited more frequently and consistently by AI engines, it signals authority and topic depth — factors that also support traditional SEO performance. Marveriq also uncovers content gaps relevant to both SEO and GEO.

Question 7

How do I know if AI engines recommend my competitors instead of me?

Accepted Answer

Marveriq shows the precise percentage of AI answers where your brand is recommended, competitors are recommended, you are missing entirely, and you appear lower or weaker than competitors.

Question 8

Does Marveriq show how AI engines perceive my brand?

Accepted Answer

Yes. Through sentiment analysis, narrative mapping, and trust signal evaluation, Marveriq reveals how AI engines describe your brand — not just whether they mention it.

Question 9

How does Marveriq rank AI visibility?

Accepted Answer

Marveriq's AI Visibility Score is calculated using citation frequency, sentiment quality, topic depth, competitive parity, trust signals, AI engine coverage, and recommendation strength. This single metric helps you track progress and benchmark against competitors.

Features & Capabilities