AI Visibility
measured39/100
Emerging · in Workflow Automation
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals6/100
Weak fundamentals
Avg Prompt Score
27
across 409 prompts
AI Share of Voice
27%
across 409 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Workflow Automation
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 Pipedream is visible in
2Executive summary
Pipedream is likely to be cited by AI engines for evaluation-stage queries because it has a strong G2 presence (4.6/5 with 16 reviews) and first-party comparison pages (e.g., /vs/make, /vs/zapier). The single highest-ROI fix is to add/verify B2B SoftwareApplication + FAQPage structured data (and ensure it’s crawlable) so AI Overviews and LLMs can reliably extract product, pricing, and evaluation answers from pipedream.com itself.
Based on audit of pipedream.com · Oct 5, 2026