[unCited]
ProductCitation IndexAI InfluenceBlogBook
[unCited]/Toptal
ProductCitation IndexAI InfluenceBlogBook
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AEO Score

9

Limited Presence

Avg Prompt Score

28

across 206 prompts

AI Share of Voice

28%

across 206 prompts

Critical Issues

3

critical + high

Per-stage performance

🔍Discovery
131 category
Cited31%40/131
Share of voice31%avg
Engine consensus—
Competitors0.0avg/cited
Sentiment—no data
⚖️Evaluation
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
🛡️Trust
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data
💰Conversion
4 brand-level
Cited100%4/4
Share of voice100%avg
Engine consensus100%of engines
Competitors5.0avg/cited
Sentiment—no data

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 Toptal is visible in

1
  • Applicant Trackingnot yet measured→

Executive summary

toptal.com has strong AI-citation inputs for evaluation queries via G2 (270 reviews, 4.7★) and visible secondary review presence (TrustRadius shows a Toptal profile, and Gartner Peer Insights shows a Toptal product page with 1 rating). The single highest-ROI fix is to add/strengthen first-party evaluation surfaces for the exact comparison and pricing prompts (e.g., “How does Toptal compare to Upwork?” and “How much does Toptal cost?”) with crawlable, SSR content and structured Q&A so AI engines can cite Toptal directly instead of relying on third parties.

Based on audit of toptal.com · May 7, 2026

Built for The Citation Economy