AI Visibility
measured16/100
Emerging · in Feedback Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals26/100
Weak fundamentals
Avg Prompt Score
8
across 157 prompts
AI Share of Voice
8%
across 157 prompts
Critical Issues
6
critical + high
Shortlist Position
0/80
Not Visible · Billing Invoicing Discovery
How AI Visibility breaks down
in Feedback Management
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 Cogent is visible in
1Your visibility gap
Cogent surfaces in 0/80 Billing Invoicing discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Executive summary
Cogent Collections (Cogent) is a B2B collections/case-management software with some AI-citable presence via G2 (10 reviews, 4.4/5). However, it is effectively invisible for the specific buyer-intent patterns around “billing and invoicing tools” (0/80 discovery visibility), and it lacks the evaluation-stage surfaces (first-party pricing + SoftwareApplication/FAQ targeting) that AI engines need to cite it for billing/invoicing queries.
Based on audit of cogentcollections.com · Sep 1, 2026