AI Visibility
measured18/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals53/100
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 Developer Tools
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 Testlio is visible in
1Your visibility gap
Testlio surfaces in 0/80 Developer Tools discovery prompts. Claim this profile to see which 80 prompts you're missing and how to win them.
Executive summary
Testlio has strong B2B citation signals (notably a G2 seller page showing 76 reviews and a 4.7/5 rating on its site), but it is missing first-party evaluation surfaces that AI engines need for “best developer tools for small businesses/startups/enterprise/remote teams” discovery shortlists. The single highest-ROI fix is to publish crawlable, brand-led evaluation pages that map Testlio to developer-team use cases (web/mobile/remote/enterprise) and include FAQPage + SoftwareApplication schema so AI can cite it for the exact gap queries.
Based on audit of testlio.com · Sep 11, 2026