AI Visibility
measured25/100
Emerging · in Vertical SaaS
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals2/100
Weak fundamentals
Avg Prompt Score
16
across 152 prompts
AI Share of Voice
16%
across 152 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Vertical SaaS
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 TalkingPoints is visible in
1Executive summary
TalkingPoints is strongly positioned for AI citation on evaluation-stage queries because it has 570 G2 reviews at 4.8★, which is a high-confidence shortlist signal for “best classroom messaging software” style prompts. The single highest-ROI fix is to add/expand first-party, crawlable evaluation content for the exact competitor-comparison and pricing intents (e.g., “How does TalkingPoints compare to ClassDojo?” and “How much does TalkingPoints cost?”), since current pricing is quote-gated and first-party vs-competitor pages were not found in live search.
Based on audit of talkingpts.org · Sep 1, 2026