AI Visibility
measured10/100
Emerging · in AI Chatbots
counts brand mentions in AI answers, not source citations
AEO Readiness
fundamentals12/100
Weak fundamentals
Avg Prompt Score
7
across 2194 prompts
AI Share of Voice
7%
across 2194 prompts
Critical Issues
6
critical + high
Shortlist Position
2/80
Not Visible · Accounting Discovery
How AI Visibility breaks down
in AI Chatbots
Composite = 60% coverage + 40% engine breadth, 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 Handoff is visible in
10Your visibility gap
Handoff surfaces in 2/80 Accounting discovery prompts. Claim this profile to see which 78 prompts you're missing and how to win them.
Executive summary
handoff.ai has strong B2B AI citation signals for evaluation-style queries (e.g., it’s cited by ChatGPT for integrating accounting with e-commerce and for accounts receivable management), supported by 109 G2 reviews at 4.7/5. The biggest visibility risk is category discovery for accounting software—especially the gap queries like “top accounting tools for startups” and “best accounting software for freelancers”—because the site’s accounting narrative appears construction/contractor-specific rather than accounting-category-first. Highest-ROI fix: publish crawlable, accounting-category landing pages and FAQ blocks that directly answer the missing discovery queries (start with invoicing/invoices/invoicing-streamlining and small business/freelancer/nonprofit accounting), then ensure each page is internally linked from the main accounting/use-case hub and is supported by SoftwareApplication/FAQPage structured data.
Based on audit of handoff.ai · May 6, 2026