AI search ranking

Measured from 52 AI answers to questions that name no product. Questions that name a product only show each product's pros and cons and are not counted. Includes brands from those answers that are not listed here. Products at the bottom marked “Partly in this category” rank higher in another category.

#BrandShare of voiceMentioned inRecommended inSite cited inPositiveAvg. position
1Canny14.7%63.5%36.5%55.6%63.6%2.4
2Productboard11.1%48.1%23.1%48.9%56%2.3
3Featurebase8.4%36.5%23.1%33.3%78.9%1.8
4Enterpret4.9%21.2%11.5%24.4%72.7%2
5Frill4.4%19.2%17.3%20%90%2.5
6UserVoice4%17.3%3.8%13.3%33.3%—
7Chattermill3.1%13.5%11.5%15.6%85.7%2
8Sleekplan2.7%11.5%3.8%8.9%66.7%4
9FeatureOS2.7%11.5%0%13.3%33.3%5
10Thematic2.7%11.5%7.7%13.3%83.3%2
11Fider2.2%9.6%5.8%11.1%60%2
12Linear2.2%9.6%0%8.9%0%—
13Nolt1.8%7.7%3.8%8.9%75%5
14Qualtrics1.8%7.7%7.7%8.9%100%3
15Savio1.3%5.8%1.9%6.7%33.3%—
16Upvoty1.3%5.8%0%2.2%0%—
17Dovetail0.9%3.8%1.9%4.4%50%—
18UserJot0.9%3.8%1.9%4.4%50%1
19Aha!0.9%3.8%0%4.4%0%—
20Survicate0.9%3.8%0%4.4%50%—
21Chameleon0.9%3.8%1.9%4.4%100%—
22Appcues0.9%3.8%0%4.4%100%—
23Medallia0.9%3.8%1.9%4.4%100%—
24Jira Product Discovery0.9%3.8%1.9%0%50%2
25Great Question0.9%3.8%0%4.4%0%—
26Aha! Roadmaps0.9%3.8%0%4.4%100%—
27Quackback0.9%3.8%3.8%4.4%100%3
28Sprig0.4%1.9%1.9%2.2%100%—
29Apple App Store0.4%1.9%0%0%0%—
30Google Play0.4%1.9%0%0%0%—
31Ducalis0.4%1.9%0%2.2%100%—
32Votepit0.4%1.9%0%2.2%100%—
33GitHub Discussions0.4%1.9%0%0%100%—
34SmartCX0.4%1.9%0%2.2%0%—
35SentiSum0.4%1.9%0%2.2%0%—
36FeatQ0.4%1.9%1.9%0%100%—
37Kapiche0.4%1.9%0%2.2%100%—
38Caplena0.4%1.9%0%2.2%100%—
39Zonka Feedback0.4%1.9%0%2.2%100%—
40GitHub Projects0.4%1.9%0%0%100%—
41Atlassian Feedback0.4%1.9%0%0%100%—
42Aha! Ideas0.4%1.9%0%2.2%0%—
43Amplitude AI Feedback0.4%1.9%0%2.2%0%—
44Pendo Listen0.4%1.9%0%2.2%0%—
45airfocus0.4%1.9%1.9%2.2%100%1
46IdeaScale0.4%1.9%0%2.2%100%—
47Decidim0.4%1.9%0%0%0%—
48CitizenLab0.4%1.9%0%0%0%—
49Pelin0.4%1.9%1.9%2.2%100%—
50ProductPlan0.4%1.9%1.9%2.2%100%—
51Netigate0.4%1.9%1.9%2.2%100%—
52Qintr0.4%1.9%1.9%2.2%0%—
—PendoPartly in this category1.3%5.8%3.8%4.4%66.7%—

Questions asked

The 70 questions this ranking is measured with. Icons show the brands the answers name, most often first.

Questions that name no product (52)

Questions that name a product (18)

Features in this category

Found on each product's own website.

Feedback capture

Collects customer and internal feedback from multiple channels into one organized place.

Canny, Productboard, UserVoice, Featurebase, Sleekplan, Frill, Pendo

Public feedback portal and boards

Customer-facing portal or board where users submit ideas, vote, comment and follow statuses.

Canny, Productboard, UserVoice, Featurebase, Sleekplan, Frill

Public roadmap

Shares a public roadmap showing what is planned, in progress and shipped.

Canny, Productboard, UserVoice, Featurebase, Sleekplan, Frill

Customer voting

Lets customers vote on requests and ideas so top demand rises to the top.

Canny, UserVoice, Featurebase, Sleekplan, Frill

Customer segmentation

Defines customer segments to filter feedback, surveys and messaging to specific groups.

Canny, Productboard, UserVoice, Frill, Pendo

Prioritization scoring

Scores and ranks ideas with formulas, drivers or frameworks to focus on impactful work.

Canny, Productboard, UserVoice, Sleekplan, Frill

Status updates and voter notifications

Notifies requesters and voters automatically as requests move forward or ship.

Canny, UserVoice, Featurebase, Sleekplan, Frill

MCP server

Exposes feedback and product data as MCP tools for AI assistants and clients.

Canny, Productboard, Featurebase, Frill, Dovetail

Developer API and webhooks

Provides APIs, SDKs and webhooks for building custom integrations.

Productboard, Featurebase, Sleekplan, Frill, Dovetail

Changelog and release notes

Publishes product updates and release notes to customers.

Canny, Featurebase, Sleekplan, Frill

Embeddable widget

Embeds feedback, roadmap or changelog surfaces inside a website or web app.

Canny, UserVoice, Sleekplan, Frill

In-app surveys

Runs NPS, CSAT and other surveys inside the product, triggered by behavior or segments.

Featurebase, Sleekplan, Frill, Pendo

Duplicate merging

Detects and merges duplicate requests into a single idea while keeping votes accurate.

Canny, UserVoice, Sleekplan, Frill

AI theme and trend detection

Uses AI to cluster feedback into themes, surface trends and flag urgent issues.

Canny, Productboard, UserVoice, Sleekplan

Revenue-linked prioritization

Connects CRM and revenue data to show the ARR and pipeline behind each request.

Canny, UserVoice, Featurebase, Dovetail

Natural language feedback queries

Lets users ask plain-language questions about feedback, themes and impact.

Canny, UserVoice, Dovetail, Pendo

Single sign-on

Supports SSO for user authentication, including SAML and JWT options.

Featurebase, Sleekplan, Frill

AI feedback mining from other tools

Reads calls, tickets, reviews and conversations to extract feature requests automatically.

Canny, Sleekplan, Frill

Custom domains and branding

Hosts portals and boards on custom domains with custom branding and colors.

Canny, Sleekplan, Frill

Issue tracker sync

Creates or links tickets in tools like Jira and Linear and syncs statuses.

Featurebase, Sleekplan, Dovetail

Sentiment analysis

Scores and tracks sentiment from open-text feedback and surveys.

UserVoice, Dovetail, Pendo

Product roadmapping

Creates and manages product roadmaps to communicate priorities and align stakeholders.

Productboard, Sleekplan, Pendo

AI agents and assistants

Configurable AI agents that answer questions, monitor feedback and draft outputs.

UserVoice, Dovetail, Pendo

Feedback analytics and dashboards

Dashboards and analytics that surface insights, trends and account health from feedback.

Productboard, Dovetail, Pendo

In-app guides and messaging

Delivers in-app guides, announcements and targeted messages to users.

Frill, Pendo

The ranking reflects measured AI answers, not our opinion. Listings have not been checked individually, and inclusion is not an endorsement.