AI Visibility
measured18/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals47/100
Some gaps
Avg Prompt Score
3
across 304 prompts
AI Share of Voice
3%
across 304 prompts
Critical Issues
3
critical + high
How AI Visibility breaks down
in Developer Tools
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.
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.
OSIsoft is a B2B industrial data infrastructure product (PI System) and already has meaningful AI-citation surfaces via G2 (21 reviews, 4.6/5) and TrustRadius comparison pages. The biggest AI citation risk is evaluation-stage conversion queries like “OSIsoft PI System pricing” and “OSIsoft PI System vs [competitor]” where OSIsoft’s own first-party comparison/pricing content appears thin or not clearly crawlable for AI.
Based on audit of osisoft.com · Aug 30, 2026