AI Visibility
measured42/100
Frequently Cited · in Workflow Automation
measured from this brand's audit prompts
AEO Readiness
fundamentals51/100
Some gaps
Avg Prompt Score
4
across 322 prompts
AI Share of Voice
4%
across 322 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Workflow Automation
Composite = 50% coverage + 30% engine breadth + 20% position, measured across this brand's own audit prompts (it isn't in a tracked category rollup yet). 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 MHC Software is visible in
2Executive summary
mhcautomation.com (MHC) is a B2B SaaS brand with strong AI-citation inputs from G2 (184 reviews, 4.4/5) and a Gartner Peer Insights listing (1 rating, 4.0). The biggest risk for AI engines is evaluation-stage citation for “pricing” and “vs/alternatives” queries: the site’s pricing and structured evaluation surfaces are not clearly crawlable/available from live checks, and first-party comparison pages are not evidenced as indexed “Brand vs Competitor” assets.
Based on audit of mhcautomation.com · Jun 9, 2026