AI Visibility
measured18/100
Emerging · in Device Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals47/100
Some gaps
Avg Prompt Score
3
across 387 prompts
AI Share of Voice
3%
across 387 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Device Management
Composite = 50% coverage + 30% engine breadth + 20% position, measured in the brand's strongest category. Position and citation depth join the score once the aggregation pipeline captures them. This is the measured Visibility score — separate from AEO Readiness, which scores fundamentals.
Per-stage performance
Cited rate · share of voice · engine consensus · sentiment, broken out by buyer-journey stage. Sentiment is the net positive−negative skew across engines that cited the brand at this stage.
Categories TightVNC is visible in
3Executive summary
TightVNC is likely to be cited by AI engines for remote desktop/VNC “best” and “how to” queries because it has a Wikipedia/Wikidata entity and appears on G2 with 38 reviews and a ~4.2/5 rating. The biggest AI-citation risk is evaluation/conversion-style queries (pricing, comparisons, and structured product Q&A) where tightvnc.com lacks strong first-party comparison/structured evaluation surfaces and likely lacks B2B SaaS-style schema.
Based on audit of tightvnc.com · Oct 8, 2026