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

66

Strong Presence

Avg Prompt Score

53

across 393 prompts

AI Share of Voice

52%

across 369 prompts

Category Visibility

#5

in Proposal & CPQ · of 42

Critical Issues

6

critical + high

Per-stage performance

🔍Discovery
239 category
Cited70%168/239
Share of voice61%avg
Engine consensus70%of engines
Competitors15.5avg/cited
Sentiment—no data
⚖️Evaluation
15 brand-level
Cited87%13/15
Share of voice87%avg
Engine consensus100%of engines
Competitors0.7avg/cited
Sentiment—no data
🛡️Trust
6 brand-level
Cited67%4/6
Share of voice67%avg
Engine consensus100%of engines
Competitors1.5avg/cited
Sentiment—no data
💰Conversion
8 brand-level
Cited88%7/8
Share of voice88%avg
Engine consensus100%of engines
Competitors2.0avg/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 Qwilr is visible in

2
  • Proposal & CPQ5 of 42→
  • Document Generation11 of 56→

Executive summary

Qwilr is highly likely to be cited for evaluation-stage queries because it has strong G2 authority (883 reviews, 4.6★) and first-party comparison content like “Qwilr vs. PandaDoc” plus a publicly crawlable pricing page with explicit tiers. The biggest remaining citation risk is structured-data/AI-crawl readiness (e.g., SoftwareApplication/FAQPage/AggregateRating) and missing/weak secondary signals (TrustRadius/Gartner Peer Insights/YouTube) that AI engines use to diversify sources for “best alternatives” and “how does it work” prompts.

Based on audit of qwilr.com · Apr 1, 2026

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