Market

Voice of Customer Feedback Platform in AI answers

has a narrow lead over for collecting and prioritizing user feedback and feature requests. For NPS surveys triggered after a task, is the usual answer.

What’s changing · since August

Since August, rising is the most named for collecting in-app feedback at specific moments, while rising is among the three most named for mobile-app VoC surveys. rising is named regularly for mobile-app VoC surveys, and falling is no longer named for task-triggered NPS surveys.

Since Jul 5Updated Nov 12, 2026Based on 658 AI answersReviewed by

How we measure

Brands AI mentions

#BrandMentioned in
#1
39%
Public voting boards for gathering and prioritizing feature requests.
#1
35%
Centralizing customer feedback for product planning and prioritization.
#3
23%
Enterprise VoC programs and complex feedback needs.
#3
22%
Targeted in-app feedback tied to user behavior.
#3
22%
Targeted in-app surveys, including mobile micro-surveys.
#3
21%
Analyzing feedback gathered from multiple channels.
#3
20%
In-app feedback widgets and public boards for feature requests.
#3
20%
Real-time mobile app feedback and enterprise, multi-channel VoC.
#9
15%
#9
15%
Analyzing multi-channel customer feedback and sentiment.

By AI engine

Mentioned in, on ChatGPT and Google AI Mode

Market map

Topics led

Sites AI cites

59% of citations point at the ranked brands’ own sites. reddit.com, unwrap.ai, youtube.com are the most-cited sites outside the ranked brands’ own domains.