01
Start by checking if question coverage is incomplete
If the brand does not appear in high-value questions at all, the issue is often missing coverage across web, help, or product content.
Use prompt clusters to find where the brand never appears.
Model Visibility Operating Layer
See why AI mentions your brand
Track mentions, ranking position, citation sources, and competitor gaps so teams can quickly understand what moves visibility.
Brand Visibility Tracking
Continuously track mentions, rankings, citation sources, and competitor gaps.
Real-time Monitoring
Cross-platform mention tracking
Prompt-level visibility detail
Competitive share benchmarking
Step One
First, see whether AI is actually mentioning you
Do not start with an abstract score. Start by seeing mention rate, answer placement, citation support, and platform differences across real question sets.
SOM: 68.4%Top Mentions: ChatGPT (82%)Perplexity (45%)
01 / 03
Mentions
Step Two
Then understand why AI mentions you or skips you
Break the change down by prompt clusters, platforms, citation sources, and competitor coverage to find the real cause of movement.
Diagnosis input
Break one mention change into three actionable causes
Lock the same prompt set, platforms, and competitor range first, then decide whether the issue comes from content coverage, source structure, or stronger competitors.
Prompt setHigh-value question set
PlatformsChatGPT / Gemini / Perplexity
CompetitorsTop brands in the same questions
Output
The output is not one aggregate score. It is three fix paths that can be assigned to content, SEO, brand, or product teams.
02
Then check whether AI trusts someone else's sources
When AI leans more on review sites, forums, or competitor pages, the brand may still be mentioned but struggle to stay near the top.
See which pages and domains are actually supporting the answer.
03
Finally compare whether competitors are stronger in the same questions
If competitors are mentioned more often and earlier in the same prompt set, the gap usually comes from topic coverage, source trust, or narrative depth.
Benchmark brand and competitors inside the same question clusters.
Step Three
Once the issue is clear, the next action becomes obvious
We convert diagnostic findings into three execution lines: complete coverage, strengthen sources, and monitor shifts continuously.
01
Fill the gaps in high-value question coverage
Start with the questions where your brand is missing or slipping, then expand the content and evidence those answer paths need.
Active
Feedback
Nodes12
Alerts-3.2%
99.9%
Uptime
Indexing Engine
2.4M+14%
Signals indexed / 24h
Connected Sources
ChatGPTActive
PerplexityActive
Gemini SearchSynced
Search GenerativeActive
Cluster: Global-Edge-01v2.4.0
02
Strengthen the pages and sources AI trusts
When AI starts leaning on third-party reviews, forums, or competitor pages, teams can prioritize the brand pages and proof points that need stronger citation support.
03
Keep watching competitors and unusual shifts
Track competitor share gains, platform preference changes, and sudden visibility drops before they become a larger problem for the team.
Integrity
85% Health Score
Automatic Node Recovery
Frequently Asked Questions