01 · The foundation
LLM Memory
What can the model recall about your brand without web search?
Measures whether foundational facts and associations are present in the model’s unaided answer.
See the full path from AI memory to recommendation.
Go beyond mention tracking. See whether AI remembers your brand, surfaces its sources, cites it, names it, and recommends it.
No credit card No installation Report delivered by email
Just Audited:B2B SaaS Domain(US)AI Retrieval Rate: 18%
Five diagnostic signals
A full-stack Answer Engine diagnostic—from model memory to recommendation.
Each layer answers a different question about how your brand appears in an AI-assisted buying journey. Together, they show where visibility breaks down.
02 · Source discovery
Retrieved
Did a source attributable to your website appear in the provider’s observable sources?
Shows whether your owned information surfaced when the answer engine looked beyond model memory.
03 · Supporting evidence
Cited
Did the answer link to evidence attributable to your brand?
Verifies whether your website became a visible evidence path a reader could follow.
04 · Brand visibility
Mentioned
Did the generated answer name your brand?
Tracks how often the brand appears across the tested buyer questions in your selected market.
05 · Buyer choice
Recommended
Did the answer explicitly select or endorse your brand?
Identifies where an answer engine moves beyond awareness and actually chooses you for the buyer.
See the signal—not just a single score.
Illustrative preview
AI [IN] Visibility Report
How AI sees your brand
Model memoryModerateMentioned38%Recommended17%
Brand memory and headline visibility
Uncover your blind spots. See what AI can recall and how often your brand appears or gets selected across tested buyer questions.
Illustrative preview
Buyer territoryA high-intent category questionVisibility Gap
Retrieved42%
Cited19%
Mentioned38%
Recommended17%
Visibility by buyer territory
Follow every signal. Compare retrieval, citation, mention, and recommendation performance for the questions that matter to your market.
Illustrative preview
Recommendation coverage
Competitor A61%
Competitor B47%
Your brand28%
Competitive pressure
See which brands compete across the same territories, with up to three core competitors highlighted in your report.
From your domain to an evidence-backed diagnostic.
Share your website
Enter the official business domain and the country market you want the diagnostic to evaluate.
The analysis runs
Lumenario evaluates model memory, buyer questions, visible sources, brand signals, and competitive pressure.
Receive the report
The report runs in the background. We email you a link as soon as the diagnostic is complete.
Know what to expect before you run it.
How much does the AI [IN] Visibility Report cost?
The report is priced at $49. For this month, the fee is waived for high-potential brands selected by Lumenario. No credit card is required when you submit your request.
Do I need my IT or engineering team to install anything?
No. Lumenario evaluates your public website and observable AI responses externally. No code installation, server credentials, or engineering access is required.
Why can I rank well on Google but still have low AI visibility?
Search rankings and generated answers optimize for different outcomes. A strong search position does not guarantee that an AI model remembers your brand, finds attributable evidence, cites your site, or recommends you for a buyer question.
What happens after I request my report?
The analysis runs in the background and we email you when it is ready. Your report shows model memory, available retrieval and citation signals, mentions, recommendations, buyer territories, and competitive pressure.