AI Visibility
measured25/100
Emerging · in Software Marketplace
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals46/100
Some gaps
Avg Prompt Score
3
across 385 prompts
AI Share of Voice
3%
across 385 prompts
Critical Issues
5
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 Goodfirms is visible in
1Citation source profile
Goodfirms is highly likely to be cited by AI engines for “best [service/category] firms” and “verified reviews” discovery queries because it presents large-scale, structured directory content and claims AI assistant citation across ChatGPT/Claude/Perplexity/Gemini/Copilot. The biggest citation risk is evaluation-stage queries that require strong, crawlable first-party comparison/pricing surfaces and rich structured data for product-like entities—right now the G2 signal is small (10 reviews, 4.3/5) and TrustRadius indicates no listed pricing plans on its side.
Based on audit of goodfirms.co · Oct 5, 2026