AI Visibility
measured33/100
Emerging · in Device Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals35/100
Weak fundamentals
Avg Prompt Score
5
across 317 prompts
AI Share of Voice
5%
across 317 prompts
Critical Issues
6
critical + high
Shortlist Position
0/80
Not Visible · Business Intelligence Discovery
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 Bosch IoT Suite is visible in
2Your visibility gap
Bosch IoT Suite surfaces in 0/80 Business Intelligence discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Executive summary
bosch-iot-suite.com is a B2B IoT platform with some AI-citable presence via G2 (10 reviews, 4.3/5) and Gartner Peer Insights (Bosch IoT Suite product page exists). However, it is effectively invisible for the Business Intelligence shortlist queries you provided (0/80 discovery prompts), mainly because the site is not positioned/categorized as “business intelligence software” and lacks first-party evaluation assets (SoftwareApplication/FAQPage for BI use-cases, and crawlable pricing/comparison surfaces). Highest-ROI fix: publish BI-category landing pages and evaluation content that explicitly targets each gap query (small business, SaaS, enterprise, retail, forecasting, marketing, healthcare) with crawlable, schema-marked pages that AI engines can cite.
Based on audit of bosch-iot-suite.com · Aug 30, 2026