AI Visibility
measured40/100
Frequently Cited · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals54/100
Some gaps
Avg Prompt Score
7
across 386 prompts
AI Share of Voice
7%
across 386 prompts
Critical Issues
6
critical + high
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 LaunchNotes is visible in
3Executive summary
LaunchNotes is already AI-citable for evaluation-stage queries via its strong G2 presence (33 reviews, 4.9/5) and publicly crawlable pricing with specific tiers (e.g., Growth at $249/mo billed annually). The biggest risk is conversion-stage and evaluation-stage “how much / which plan” and “vs/alternatives” queries where AI needs first-party comparison + structured data; right now, first-party comparison coverage appears thin and schema signals weren’t found in crawlable HTML.
Based on audit of launchnotes.io · Aug 31, 2026