AI Visibility
measured43/100
Frequently Cited · in Workflow Automation
measured from this brand's audit prompts
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
4
across 390 prompts
AI Share of Voice
4%
across 390 prompts
Critical Issues
5
critical + high
Shortlist Position
0/80
Not Visible · Ai Automation Discovery
How AI Visibility breaks down
in Workflow Automation
Composite = 60% coverage + 40% engine breadth, measured across this brand's own audit prompts (it isn't in a tracked category rollup yet). 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 V7 Darwin is visible in
1Your visibility gap
V7 Darwin surfaces in 0/80 Ai Automation discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Executive summary
v7labs.com is a B2B AI automation platform with meaningful first-party comparison and pricing surfaces (e.g., /compare/* and /pricing), plus strong LinkedIn authority (31,494 followers). The biggest AI-citation risk is category-level discovery invisibility for healthcare/data analysis/marketing automation queries—fix this by publishing evaluation-ready, use-case-specific pages that directly answer those exact buyer questions and are structured for AI extraction.
Based on audit of v7labs.com · May 21, 2026