AI Visibility
measured18/100
Emerging · in LLMOps Platforms
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals34/100
Weak fundamentals
Avg Prompt Score
100
across 15 prompts
AI Share of Voice
100%
across 15 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in LLMOps Platforms
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 OpenPipe is visible in
1Executive summary
OpenPipe is a B2B fine-tuning/inference platform for developers, but its AI citation readiness is constrained by missing/unclear first-party evaluation surfaces (notably pricing and comparison content) and lack of verifiable review/analyst profiles in the live signals. The single highest-ROI fix is to restore/ensure crawlable, current pricing + evaluation pages on openpipe.ai (or clearly redirect them with equivalent content) so AI engines can cite conversion-stage details.
Based on audit of openpipe.ai · Oct 9, 2026