AI Visibility
measured52/100
Frequently Cited · in Construction Software
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals6/100
Weak fundamentals
Avg Prompt Score
6
across 211 prompts
AI Share of Voice
1%
across 199 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Construction Software
Composite = 60% coverage + 40% engine breadth, 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.
Executive summary
Viewpoint is a B2B construction software suite vendor, and AI engines are likely to cite it for evaluation queries via third-party review sources (e.g., TrustRadius shows Vista and Spectrum with 140 and 118 reviews respectively). The highest-ROI fix is to add/expand first-party, crawlable evaluation assets—especially SoftwareApplication/FAQPage structured data and indexed brand-led comparison pages—because current first-party comparison/pricing crawlability signals are unclear and pricing appears to include quote/request flows rather than fully public tiered pricing.
Based on audit of viewpoint.com · May 7, 2026