AI Visibility
measured33/100
Emerging · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals53/100
Some gaps
Avg Prompt Score
9
across 164 prompts
AI Share of Voice
9%
across 164 prompts
Critical Issues
4
critical + high
How AI Visibility breaks down
in Software Marketplace
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 Gun.io is visible in
1Executive summary
Gun.io has strong AI citation foundations for evaluation-stage queries because it is present on G2 with 16 reviews and a ~4.4–4.5★ rating in the Freelance Platforms category. The biggest risk for AI engines is conversion/evaluation completeness: pricing is not clearly crawlable as a standard tiered page, and there is no evidence (from live search) of first-party “[Gun.io] vs Toptal/Upwork” comparison pages or B2B-structured schema (SoftwareApplication/FAQPage) that would let AI confidently answer “How much does Gun.io cost?” and “How does Gun.io compare to Toptal/Upwork?”
Based on audit of gun.io · Oct 5, 2026