Who AI recommends, and when it changes.
Data as of Apr 10, 2026 · Based on 10 AI answers · A buyer need in Product Roadmapping Software Tools. · See how Parse measures this
AI assistants most often recommend 
Where a different pick wins:
Frill is repeatedly called the best budget-friendly option at a flat $25/mo for a public roadmap with voting and changelog. · 2 sources
CannyCanny's free tier for up to 25 users makes it the go-to for startups wanting a public voting board. · 2 sources
Nolt is highlighted as a top choice for a very clean, beautiful roadmap with minimal complexity. · 2 sources
Upvoty allows anonymous voting, increasing engagement while keeping the price at $15/mo. · 1 source
Recommendation share
Canny leads at 40% of AI recommendations; Featurebase follows at 20%.
Why here: The standard for public roadmaps with voting, often recommended for its clean UI and free tier for small teams. · 2 sources
Why here: Suitable for startups needing a free public roadmap with voting. · 1 source
Why here: All-in-one platform combining roadmap, feedback, and changelog. · 1 source
Why here: Mid-tier tool with custom statuses and embeddable widgets. · 1 source
By platform
Platforms disagree: Canny leads on Google AI Overviews, Rapidr on ChatGPT.
Buyer needs that sit next to this one in the same market.
Representative prompts behind this market ranking, and how AI tends to answer.
“We're a B2B SaaS company. What's a good tool for managing our product roadmap and sharing it publicly with customers?”
AI answers typically position
“I need a tool to create and manage a public-facing product roadmap to share with our users.”
Recommendations center on
