AI Visibility
measured10/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals63/100
Some gaps
Avg Prompt Score
5
across 335 prompts
AI Share of Voice
2%
across 315 prompts
Critical Issues
5
critical + high
How AI Visibility breaks down
in Developer Tools
Composite = 60% coverage + 40% engine breadth, 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 Aha is visible in
2Executive summary
aha.io is highly likely to be cited for “best product management software” and “alternatives to Aha!” because it has strong third-party review authority on G2 (359 reviews, 4.4★) and visible, crawlable first-party pricing (aha.io/pricing shows public “Starts at” tiers). The single highest-ROI fix is to add/expand first-party, brand-led comparison pages for “How does Aha! compare to Productboard?” and “How does Aha! compare to Pendo?” (and the other named competitors) so AI engines have a direct evaluation source beyond third-party review sites.
Based on audit of aha.io · Apr 2, 2026