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
Avg Prompt Score
64
across 24 prompts
Category Rank
#6
of 44 brands
vs. Category Avg
+6
avg 60/100
Critical Issues
6
critical + high
Sales · score distribution
44 brands66/100 · #6 of 44 · +6 above avg · median 63
Pillar scores vs. category average
Vertical line = category average (44 brands)