AI Visibility
measured25/100
Emerging · in Developer Tools
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
4
across 444 prompts
AI Share of Voice
4%
across 444 prompts
Critical Issues
5
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 Seqera is visible in
3Executive summary
Seqera is a B2B SaaS platform (scientific workflow orchestration) and is already cited on G2, but AI citation for evaluation-stage queries is constrained by very low review volume on G2 (only 2 reviews, 5.0/5). The single highest-ROI fix is to create/expand first-party evaluation surfaces (especially brand-led comparison pages and SoftwareApplication/FAQPage structured Q&A) so AI engines can cite Seqera directly for “alternatives to” and “vs” queries.
Based on audit of seqera.io · Oct 2, 2026