AEO Score
66
Strong Presence
Avg Prompt Score
54
across 494 prompts
AI Share of Voice
54%
across 472 prompts
Critical Issues
3
critical + high
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 Honeycomb is visible in
2Executive summary
Honeycomb is highly likely to be cited for evaluation-stage prompts because it has first-party comparison content (e.g., Honeycomb vs. Datadog) and a crawlable, tiered pricing page. The biggest AI-citation risk is missing/uncertain structured data coverage (SoftwareApplication/FAQPage) and weaker secondary review/analyst surfaces (e.g., TrustRadius/G2/Capterra are present, but enterprise analyst signals like Gartner/Forrester/IDC are not reliably accessible via live checks).
Based on audit of honeycomb.io · Apr 2, 2026