AI Visibility
measured36/100
Emerging · in Field Service & Workforce
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals4/100
Weak fundamentals
Avg Prompt Score
10
across 304 prompts
AI Share of Voice
10%
across 304 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Field Service & Workforce
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 mHelpDesk is visible in
2Executive summary
mHelpDesk is a B2B field service management SaaS with meaningful AI citation inputs from G2 (146 reviews, 4.0/5) and secondary review sources (TrustRadius shows 15 reviews). The biggest AI citation risk is evaluation-stage “brand vs competitor” and “pricing” queries where first-party crawlable comparison/pricing + SoftwareApplication/FAQPage structured data are likely missing or not reliably discoverable—highest ROI fix is to publish/ensure SSR-first-party evaluation pages (pricing + [mHelpDesk] vs top competitors) and add SoftwareApplication + FAQPage schema on those pages.
Based on audit of mhelpdesk.com · Oct 3, 2026