Who AI recommends / Feedback, forms & bug reporting

Which feedback & form tools does AI recommend? (2026)

Buyers now ask AI assistants which feedback & form tools to use. Every week we ask Google Gemini the same questions and record which brands it recommends, in what order, and how visible each of them is to AI search.

Gemini answers refresh weekly. This week's answers for feedback & form tools aren't available yet, so below is our AI visibility leaderboard for the category instead. Check back soon, or run your own check now.

Most AI-visible feedback & form tools in our index

1BugHerd100/100
2Canny98/100
3Frill98/100
4Marker.io96/100
5Tally96/100
6Typeform96/100
7Productboard95/100
8Upvoty92/100
9Usersnap90/100
10Featurebase86/100

This is RankRoot's AI visibility score from our homepage crawl, not Gemini's answer. Full ranking: Feedback, forms & bug reporting leaderboard.

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How visible are these brands to AI search? See the Feedback, forms & bug reporting AI visibility leaderboard.

FAQ

Which questions did you ask?

Two typical buyer prompts: "What are the best feedback & form tools for a small team in 2026?" and "Which feedback & form tools would you recommend for a startup on a budget?". We ask Google Gemini through its official API and refresh the answers weekly.

Is this a ranking of the best products?

No. It records what one AI assistant said when asked, in the order it listed them. Other assistants such as ChatGPT, Claude or Perplexity, or the same assistant on another day, can name different products.

What is the AI visibility score next to each brand?

It comes from RankRoot's AI Visibility Index: a crawl of each product's homepage that checks AI crawler access, answer-ready content, structured data and agent readiness, scored 0 to 100. Brands we have not crawled show as not in our index.

My product isn't on this list. How do I check if AI mentions it?

Run a free AI mention check at https://getrankroot.com/ai-mentions: we ask Gemini the questions your buyers ask and show whether it names you, where it ranks you and who it recommends instead.

What AI recommends in other categories

Email marketing & newslettersEmail & messaging APIsSales, CRM & lead generationCustomer support & chatbotsProduct analytics & experimentationProduct adoption & interactive demosMonitoring & observabilityCode review & code qualityCI/CD & testingGit hosting & engineering intelligenceAI coding assistants & app buildersNo-code & internal tool buildersAPI development & documentationAI models & model APIsGPU cloud & AI inferenceAI agent builders & automationAgent tools, MCP & integrationsLLM observability & evalsSearch engines & vector databasesWeb scraping & search APIsDatabases & backend platformsCloud hosting & deploymentData pipelines, BI & document AISecurity, auth & identityPayments, finance & HRAI video & audio creationVoice AI & speechAI meeting assistantsTasks, calendars & schedulingProject & work managementNotes & knowledge basesWebsite builders, CMS & ecommerceSEO & AI search visibilityAI writing assistantsDesign, presentations & AI imagesMedia, file & image APIsBrowsers, search & AI directories