AI Visibility
measured38/100
Emerging · in CI/CD
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals25/100
Weak fundamentals
Avg Prompt Score
40
across 193 prompts
AI Share of Voice
40%
across 193 prompts
Critical Issues
6
critical + high
Shortlist Position
17/80
Niche · Ci Cd Discovery
How AI Visibility breaks down
in CI/CD
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 Octopus Deploy is visible in
1Your visibility gap
Octopus Deploy surfaces in 17/80 Ci Cd discovery prompts. Claim this profile to see which 63 prompts you're missing and how to win them.
Executive summary
Octopus.com is a B2B CI/CD (continuous delivery) SaaS with strong AI citation presence for generic CI/CD how-to queries, but it is missing key discovery targets like “CI/CD for e-commerce platforms” and “best CI/CD software for startups.” The single highest-ROI fix is to publish first-party, crawlable evaluation pages that map Octopus to those use cases (e-commerce, manufacturing, mobile, agile) and include structured Q&A blocks that AI engines can reuse for shortlist formation.
Based on audit of octopus.com · May 6, 2026