AI Visibility
measured40/100
Frequently Cited · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals47/100
Some gaps
Avg Prompt Score
7
across 321 prompts
AI Share of Voice
7%
across 321 prompts
Critical Issues
5
critical + high
Shortlist Position
0/80
Not Visible · Content Marketing Discovery
How AI Visibility breaks down
in Software Marketplace
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 Taggbox is visible in
2Your visibility gap
Taggbox surfaces in 0/80 Content Marketing discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Executive summary
Taggbox is a B2B SaaS product with strong third-party review visibility on G2 (226 reviews, 4.8/5) and a crawlable first-party pricing page. The biggest AI-citation blocker for your highest-value buyer queries is missing/insufficient “content marketing software” positioning for enterprise/SaaS/digital marketing teams—your site is optimized more for UGC/social widgets than for the content marketing software category language buyers ask in discovery prompts.
Based on audit of taggbox.com · Aug 30, 2026