Three tools that started with the same idea: collect feedback, let users vote. But they've gone in pretty different directions since then. Here's how they stack up now.
The Quick Version
Same starting point, different bets
Canny
Vote-based feedback boards with Autopilot import
Free, Pro from $948/year
Featurebase
Feedback boards with a built-in live chat pivot
From $348/year
FeatureOS
Full feedback loop: boards, roadmap, changelog, docs, surveys
$600/year, 14-day free trial
Pricing Comparison
Canny charges per tracked user. Featurebase and FeatureOS charge per seat. But the numbers are different.
Solo or 1 seat
Canny
$0 (Free)
25 tracked users, no PM integrations
Featurebase
$348/year (Growth)
1 seat, AI resolution fees extra
FeatureOS
$600/year (Starter)
5 seats, all core modules
Bottom Line
Canny and Featurebase are cheaper for one seat
5 seats, need integrations
Canny
$948/year (Pro)
From $79/mo yearly, rises with tracked users
Featurebase
$1,740/year (Growth)
5 seats, AI usage billed separately
FeatureOS
$600/year (Starter)
5 seats, Jira/Slack, AI included
Bottom Line
FeatureOS saves $348-$1,140/year
10 seats, growing team
Canny
From $948/year (Pro)
Rises with tracked users
Featurebase
$7,080/year (Professional)
10 seats
FeatureOS
$1,200/year (Growth)
10 seats, SSO, API, whitelabeling
Bottom Line
FeatureOS saves $5,880/year vs Featurebase
15 seats, large team
Canny
Custom (Business)
Quote from Canny
Featurebase
$10,620/year (Professional)
15 seats
FeatureOS
$2,500/year (Business)
15+ seats, dedicated CSM
Bottom Line
FeatureOS saves $8,120/year vs Featurebase
Feature Comparison
All three side by side
| Feature | FeatureOS 18/20 | Canny 12/20 | Featurebase 15/20 |
|---|---|---|---|
| Core Modules | |||
| Feedback Boards | Yes | Yes | Yes |
| Product Roadmaps | Yes | Yes | Yes |
| Changelog / Release Notes | Yes | Yes | Yes |
| In-app Surveys & Forms | Yes | No | No |
| Knowledge Base / Docs | Yes | No | Yes |
| Live Chat Platform | No | No | Yes |
| Feedback Collection | |||
| In-app Feedback Widget | Yes | Yes | Yes |
| Public Voting Portal | Yes | Yes | Yes |
| Users Can See Each Other's Ideas | Yes | Yes | Yes |
| Guest Submissions | Yes | Yes | Yes |
| Autopilot (cross-channel import) | No | Yes | No |
| AI & Analysis | |||
| AI Sentiment Analysis | Yes | No | No |
| AI Duplicate Detection | Yes | No | No |
| AI Included in Plan | Yes | No | No |
| Integrations | |||
| Jira / Linear / GitHub | Yes | Yes | Yes |
| API Access | Yes | Yes | Yes |
| Pricing & Access | |||
| Unlimited End Users | Yes | No | Yes |
| SSO | Yes | Yes | Yes |
| White-labeling | Yes | Yes | Yes |
| Seat-based Pricing | Yes | No | Yes |
What Sets Them Apart
Three feedback tools that went in different directions
Pricing Is All Over the Map
Canny's per-user model punishes growth. Featurebase charges per seat but gets pricey at scale ($7,080/year for 10 seats). FeatureOS charges $1,200/year for 10 seats with everything included. The math speaks for itself.
Featurebase Pivoted to Live Chat
Featurebase has been shifting focus toward becoming a live chat platform. That's great if you need chat, but it means feedback features may not get the same attention going forward. Something to factor into a long-term decision.
AI: Three Different Stories
FeatureOS includes AI (sentiment, duplicates, tagging) in the plan. Featurebase bills AI usage on top of seats. Canny has no AI analysis at all. If you're sorting through volume, that adds up.
Where Canny Still Leads
Canny's Autopilot pulls feedback from Intercom, Slack, email, and support tools automatically. If you're drowning in feedback from scattered channels and want it consolidated without manual work, that's Canny's strongest card.
Where Featurebase Has an Edge
If you need live chat baked into your feedback tool, Featurebase is the only one offering it. They also have a knowledge base, similar to FeatureOS. Canny doesn't offer either of those.
Surveys? Only One Option
Neither Canny nor Featurebase has built-in surveys or forms. If you want structured feedback collection beyond a voting board, FeatureOS is the only one of these three that includes it.
Who Uses FeatureOS
Teams that looked at all the options
TRUSTED BY THE BEST
1,500+ teams ship with FeatureOS.
“Pricing felt right. Product felt intuitive. They even built a new feature for us!”
So Which One Do You Pick?
Depends on what you're optimizing for
Pick Canny if:
- Auto-importing feedback from scattered channels is critical
- You have under 100 active users (keeps costs low)
- You want a focused feedback tool, nothing more
- You'll handle docs, surveys, and chat with other tools
Pick Featurebase if:
- You want feedback boards AND live chat in one tool
- You're a small team and don't mind per-resolution AI fees
- The pivot to chat actually aligns with what you need
- Budget for 10+ seats isn't a concern
Pick FeatureOS if:
- You want feedback, roadmap, changelog, docs, and surveys in one place
- AI analysis without usage fees matters to you
- You're growing and pricing needs to stay predictable
- You'd rather not bet on a tool that's pivoting away from feedback
14-day trial - No credit card - Migration help included
Ready to See for Yourself?
Full platform, 14 days free, no credit card. Coming from Canny or Featurebase? We'll handle the data migration.
Frequently Asked Questions
Common questions when comparing Canny, Featurebase, and FeatureOS.
Dig Deeper
Head-to-head breakdowns if you've narrowed it down
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