Comparison

8 min read

Reflet vs Canny: Open Source Alternative to Canny in 2026

Looking for a Canny alternative? Compare Reflet and Canny on pricing, open source, self-hosting, and features. Find out which product feedback tool is right for your team.

DS
Damien Schneider(Founder)

February 25, 2026

Canny is one of the most well-known product feedback platforms, but it comes at a steep price — and with no self-hosting option. If you are searching for an open source Canny alternative that gives you full control over your data without a four-figure monthly bill, Reflet is worth a serious look.

This page compares Reflet and Canny across the dimensions that matter most: features, pricing model, open-source access, and self-hosting.

At a Glance

Aspect Reflet Canny
Pricing Free tier + paid from $15/mo Free (25 users) then $99–$359+/mo
Open Source Yes (SSPL) No
Self-Hosting Available Not available
Feedback Boards Yes Yes
Roadmap Visual kanban Column-based
Changelog Yes (auto-generated on merge) Yes
Real-Time Sync Yes (Convex) Partial
Embeddable Widget Yes (2-line React SDK) Limited
GitHub Sync Yes (bidirectional) No
API & Webhooks Yes (full REST + webhooks) Yes (paid plans)
AI Triage Yes (auto-tag, score, deduplicate) Yes (Autopilot)
Custom Domain Yes Yes (Core plan+)
White-Label Yes Business plan only (extra cost)
Best For Startups, privacy-conscious teams, developers Established companies with budget

Pricing: Where Canny Gets Complicated

Canny uses a tracked user pricing model, which means costs can escalate quickly and unpredictably as your product grows. Here is how their plans break down in 2026:

  • Free: Up to 25 tracked users. In late 2025, Canny retired legacy free plans for users exceeding this limit.
  • Core ($19/mo): 100+ tracked users, one feedback board, one roadmap, one integration.
  • Pro (from $99/mo): Unlimited roadmaps, PM integrations (Jira, Linear, Asana), user segmentation. Scales to $379/mo at 700 users and $579/mo at 1,250 users.
  • Business: Custom pricing. Required for SSO and — importantly — for removing Canny branding, which is treated as an additional paid upsell even at this tier.

The tracked user model creates a growth penalty: the more engaged your users are, the more you pay. A viral feature request can push you into a higher tier overnight.

Reflet's pricing is flat and predictable:

  • Starter (Free): Unlimited posts, public roadmap and changelog, 1 admin, embeddable widget included.
  • Growth ($15/mo): Everything in Starter plus additional admins, priority support, and advanced customization.
  • Business ($49/mo): Full team management, RBAC, SSO, and custom integrations.

What Self-Hosting Saves

Reflet can be self-hosted from the open-source repository at no software cost. You pay only for your own infrastructure — typically a fraction of Canny's Pro pricing even for large user bases.

Feature Comparison

FeatureRRefletCanny
Feedback Collection
Collect and organize user feedback in one place
Upvoting System
Let users vote on feature requests
Public Roadmap
Share product direction with users
Kanban Roadmap View
Visual drag-and-drop kanban board
Changelog / Release Notes
Announce new features and updates
Auto-Generated Changelog
Changelog entry created automatically when a linked PR merges
Real-Time Collaboration
Instant updates across all connected users
AI Triage (auto-tag, score, deduplicate)
AI-powered feedback categorization, priority scoring, complexity estimation, and duplicate detection
Embeddable Widget SDK
Drop-in React widget so users submit feedback without leaving your app
Two-Way GitHub Sync
Link feedback to GitHub issues; auto-update status and generate changelog when a PR merges
REST API & Webhooks
Full CRUD API and webhooks on every status transition
Open Source
Access and modify the source code
Self-Hosting
Host on your own infrastructure
Custom Domain
Use your own domain for the feedback portal
Custom Branding / CSS
Customize the look and feel of your portal
White-Label (no vendor branding)
Remove vendor branding from the portal
RBAC / Team Permissions
Role-based access control for team members
Smart Notifications
Notify users when status changes
Slack & Discord Integrations
Post updates to Slack or Discord channels automatically
Full-Text Search
Search across all feedback
PM Integrations (Jira, Linear)
Connect to project management tools
Self-Serve Signup
Start without a sales call
Predictable Pricing
Costs do not scale with user engagement

Where Reflet Has an Edge

Open Source and Self-Hostable

Canny is a fully closed-source SaaS product. There is no self-hosting option — your data lives on Canny's servers and you are bound by their pricing changes, which have now occurred four times. Reflet is open source under the SSPL license. You can inspect the code, audit security practices, and deploy the entire stack on your own infrastructure.

This matters most for teams with data residency requirements, compliance mandates, or a philosophical preference for owning their own tooling.

Embeddable Widget SDK

Reflet ships a drop-in widget that lets your users submit feedback without ever leaving your app. The React integration is two lines:

<RefletProvider publicKey="pk_live_...">
  <FeedbackButton />
</RefletProvider>

You can also use the lower-level hooks — useFeedbackList, useVote — to build a fully custom UI on top of the same data. Everything is TypeScript-first with full type definitions. Canny offers a widget, but it is less flexible and requires separate configuration for branding alignment.

Two-Way GitHub Sync

Reflet closes the feedback-to-code-to-shipped loop automatically. Link a feedback post to a GitHub issue, and when the PR that resolves it merges:

  1. The feedback status moves to Shipped without any manual action.
  2. A changelog entry is auto-generated with the PR title and linked commits.

This bidirectional sync means your roadmap and changelog stay accurate without a dedicated person maintaining them. Canny has no equivalent — status updates are always manual.

AI Triage: Auto-Tag, Score, and Deduplicate

Reflet's AI triage runs the moment feedback arrives. In milliseconds it:

  • Auto-tags the post with relevant labels (e.g., UX, Productivity, Performance) at 94% confidence.
  • Scores priority based on the content and historical voting patterns.
  • Estimates complexity (e.g., ~2 hours for a small UI tweak).
  • Detects duplicates and surfaces the closest existing post with a match score (e.g., 87% match).

This keeps your board clean and makes it easy to act on high-signal feedback immediately.

Real-Time Collaboration

Reflet is built on Convex, a backend that provides true real-time synchronization out of the box. When a team member updates a feedback item's status or a user leaves a comment, all connected clients update instantly — no polling, no page refresh. Canny offers some real-time updates but is primarily server-rendered, which makes the experience feel less responsive in collaborative scenarios.

Predictable, Usage-Independent Pricing

Reflet's pricing is not tied to the number of tracked users. You are not penalized for having an engaged community. This makes budgeting straightforward and removes the anxiety of a popular post sending you into a higher tier.

White-Label Without the Upsell

Reflet includes custom branding, custom CSS, and custom domain support without treating them as premium add-ons. On Canny, removing Canny branding requires the Business plan — and is listed as an additional upsell even at that tier.

Where Canny Has an Edge

More Mature AI Ecosystem

Both Reflet and Canny offer AI-powered feedback triage, but Canny's Autopilot feature has been in production longer and covers a wider range of automation — including auto-responding to users and routing posts to different boards based on content. Reflet's AI triage (auto-tagging, priority scoring, complexity estimation, duplicate detection) handles the most impactful parts of the workflow, but if you need deep AI automation across every step of your feedback process, Canny's Autopilot is more mature today.

Broader Native Integration Catalog

Canny has been in market since 2016 and has a broader set of native integrations and a larger community of users who have solved common deployment problems. If you have a specific integration requirement, Canny's catalog is wider. Reflet covers Slack, Discord, GitHub, Jira, Linear, and webhooks for custom integrations.

Enterprise Compliance

Canny's Business plan includes SSO integrations and enterprise-grade support SLAs. If your procurement process requires formal compliance certifications, Canny has more of this infrastructure in place.

Pricing Side-by-Side

Pricing Comparison

RReflet
Free tierUnlimited posts, public roadmap & changelog, 1 admin, embeddable widget
Paid plansGrowth $15/mo, Business $49/mo — flat pricing, not per tracked user
EnterpriseCustom pricing with SSO and dedicated support
Canny
Free tierLimited to 25 tracked users
Paid plansCore $19/mo, Pro from $99/mo (scales to $579/mo+)
EnterpriseCustom — required for white-label and SSO

The Hidden Cost of Tracked Users

Canny's Pro plan starts at $99/mo for around 100 tracked users. At 1,250 tracked users that becomes $579/mo — and that is before any Business-tier add-ons. Teams switching to Reflet typically report 60–80% cost savings at equivalent user volumes.

When to Choose Reflet

  • Your team values open-source software and code transparency
  • You want the option to self-host and keep data on your own servers
  • Predictable pricing matters more than usage-based scaling
  • You need an embeddable widget SDK with a TypeScript-first API
  • You want automated status updates and changelog generation via GitHub sync
  • You need AI triage (auto-tagging, scoring, deduplication) without paying for Canny's higher tiers
  • You need custom branding without paying for an enterprise tier
  • You are a startup, indie developer, or small-to-mid-size team on a budget
  • Real-time collaboration is important to your internal team workflow

When to Choose Canny

  • You need Canny Autopilot's deeper AI automation (auto-response, multi-board routing)
  • You need SOC 2 compliance or enterprise-level support contracts
  • You rely on a specific native Canny integration that Reflet does not yet offer
  • Your team prefers a vendor-managed, zero-maintenance SaaS deployment
  • Budget is not a constraint

The Bottom Line

Canny is a polished product, but its closed-source model, tracked-user pricing, and escalating costs make it a poor fit for many teams — particularly startups and developers who want transparency and control.

Reflet covers the same core feature set — feedback boards with upvoting, kanban roadmap, changelog, custom branding, team management with RBAC — while adding open-source access, self-hosting, an embeddable widget SDK, two-way GitHub sync, and AI triage as first-class features. Canny's Autopilot is more mature for deep AI workflows, but for the vast majority of teams Reflet's triage capabilities are more than sufficient. For teams that value developer experience, predictable pricing, and the feedback-to-shipped automation loop, Reflet is the stronger choice.


Ready to try Reflet? Start for free or explore the open-source repository on GitHub.

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