AI Visibility
measured16/100
Emerging · in Project Management
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals56/100
Some gaps
Avg Prompt Score
3
across 398 prompts
AI Share of Voice
3%
across 398 prompts
Critical Issues
5
critical + high
Shortlist Position
0/80
Not Visible · Developer Tools Discovery
How AI Visibility breaks down
in Project 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.
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.
Your visibility gap
TestLodge surfaces in 0/80 Developer Tools discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
TestLodge is a B2B test management SaaS with strong AI citation inputs from G2 (4.7/5 from 12 reviews) and crawlable first-party pricing (public tiers and monthly prices). The biggest AI visibility gap is category discovery for “best developer tools …” queries—your site is optimized for QA/test management, but not for the broader “developer tools” shortlist language buyers use.
Based on audit of testlodge.com · Sep 1, 2026