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Featurebase vs pick a feature: SDK vs AI Support Suite

Mark Sutter··9 min read
featurebasecomparisonsfeature-requestsflutterindie-saas
Featurebase vs pick a feature comparison — feature-request and feedback tool side-by-side

Featurebase repositioned itself in late 2025. What started as a Canny-style feedback portal is now a full customer-support suite — live chat, AI agent, help center, surveys, and feedback all bundled. That changes the comparison.

If you're picking between Featurebase and pick a feature for collecting feature requests in 2026, the right question isn't "which is better at voting and comments." Both do that fine. The right question is whether you want a bundled support-plus-feedback platform billed per seat, or a focused Flutter SDK billed flat. This piece walks through the pricing math, the SDK gap, the AI features Featurebase added, and where each tool genuinely wins.

Featurebase vs pick a feature in one line: Featurebase is a web-based support-plus-feedback bundle starting at $29/seat with AI included. pick a feature is a Flutter-native feature-request SDK starting at $5 flat with no AI and no help-desk module.

Featurebase vs pick a feature at a glance

Pricing from each company's public page, verified May 2026. Note that Featurebase prices per seat, pick a feature prices per account.

FeatureFeaturebasepick a feature
Free tierYes — 1 seat, feedback + roadmaps + 50 help articles + surveysYes — 1 project, 10 requests
Starting paid tierGrowth: $29/seat/mo (annual)Starter: $5/mo (flat)
Mid tierProfessional: $59/seat/moUnlimited: $15/mo (flat)
Top tierEnterprise: $99/seat/moUnlimited is the top
Billing modelPer seatPer account
Mobile SDKNoneFlutter SDK on pub.dev
AI featuresFibi AI agent, AI Copilot, AI replies ($0.29/resolution)None
Help desk / live chatYes (all tiers, including free)No
Webhooks / APIProfessional tier and upNone
SSOEnterprise tierNone
Startup discount86% off for under-2-year companies under 6 employeesStandard pricing
Best fitTeams wanting feedback + AI support in one toolIndie Flutter devs wanting feedback in-app

The startup discount on Featurebase is generous and underused. If you're under two years old with fewer than six employees, the math on Featurebase changes significantly.

Featurebase's pivot to a bundled support suite is the most important detail in this comparison. The free tier already includes feedback boards, roadmaps, a 50-article help center, surveys, and a unified inbox — which means for pure feature-request collection on a single-seat indie team, you can use Featurebase without paying. The Growth tier at $29/seat is built around the Fibi AI Agent, which auto-resolves support tickets at $0.29 per resolution. If you don't have a support volume problem, you're paying for capacity you won't use. pick a feature stays narrowly focused on the feature-request use case: Flutter SDK, drop-in widgets, voting, comments, status workflow. The trade-off is real either way — bundle and pay for breadth, or stay narrow and pay $5 a month. Mid-2026, the broader trend in this category is consolidation toward Featurebase's bundled model; pick a feature is the deliberate counter-bet on focus.

The pricing question, honestly

Featurebase's free tier is good. For a one-person indie team that just needs a feedback board, Featurebase Free covers it. Same for pick a feature Free.

Where it shifts:

  • Featurebase Growth at $29/seat/mo (annual) is for teams that want the AI agent and AI Copilot. If you bring on a co-founder, that's $58/mo. Bring on a customer success hire, $87/mo. Per-seat compounds.
  • pick a feature Starter at $5/mo is flat. One seat or ten, you pay $5.

A two-person team:

  • Featurebase Growth (2 seats): $58/mo
  • pick a feature Starter: $5/mo

A five-person team that wants AI support:

  • Featurebase Growth (5 seats): $145/mo plus AI usage at $0.29/resolution
  • pick a feature Unlimited: $15/mo (no AI, no help desk)

The Featurebase number isn't unfair — you're paying for AI agent infrastructure and a real help desk. But for the narrow use case of "I want users to submit feature requests inside my Flutter app," pick a feature is roughly 10-30x cheaper depending on team size.

The SDK gap

Featurebase is web-based. No iOS SDK, no Android SDK, no React Native package, no Flutter package. Their integration model is a JavaScript embed for web apps and a hosted portal at your subdomain.

To collect feedback inside a Flutter app with Featurebase, your options are:

  1. Open Featurebase's hosted portal in an external browser (loses the user)
  2. Embed it in a webview (loads as a web page inside your app — works, but feels like a web page)
  3. Build a custom Flutter UI that hits Featurebase's API (Professional tier and up for API access)

pick a feature ships as a native Flutter package on pub.dev. flutter pub add pickafeature, initialize with an API key, call PickAFeature.show(). Your users see a native bottom sheet — or full-screen widget, or dialog — rendered by Flutter, themed to your app's color scheme.

For mobile-first products, the gap is meaningful. Tap-into-an-in-app-sheet is a different conversion path than tap-out-to-a-webview. If your users are in a Flutter app and you want them submitting feature requests without context-switching, pick a feature is the only one of the two that does this natively.

AI features — what Featurebase has and we don't

This is where Featurebase pulls ahead, and we're not going to pretend otherwise.

Featurebase ships:

  • Fibi AI Agent — auto-resolves customer support tickets using your help-center articles. $0.29 per resolution.
  • AI Copilot — drafts replies for human agents to review.
  • AI replies & macros — surfaces suggested responses based on past tickets.
  • AI workflows — automation triggers on tickets.

pick a feature has none of this. We don't have AI clustering of duplicate requests, no AI summarization, no AI sentiment analysis on comments. The roadmap doesn't promise any of it.

If "deflect 40% of support tickets via AI" is a current goal, Featurebase Growth pays for itself the first month. If your support volume is "two emails a week from a polite user named Steve," the AI infrastructure is overhead you don't need.

When Featurebase wins

Cases where Featurebase is genuinely the better pick:

  • You want feedback, a help center, live chat, and AI support all in one tool. Bundle wins.
  • You're under two years old with fewer than six employees. The 86% startup discount makes Growth roughly $4/seat/mo — competitive with pick a feature on flat pricing once you're at a few seats.
  • Your product is web, not mobile. A web feedback portal fits web users.
  • You have a support ticket volume problem. The Fibi AI Agent is genuinely useful if you're answering the same questions over and over.
  • You want webhooks or a public API. Featurebase Professional has them; pick a feature doesn't.
  • You want multilingual feedback (i18n). Featurebase Professional supports this; pick a feature is English-only.

Three or more apply and Featurebase is probably the call.

When pick a feature wins

The opposite cases:

  • Your product is a Flutter app and you want feedback collected in-app. Featurebase can't do this natively; pick a feature was built for it.
  • You want a flat-priced tool, not per-seat. $5/mo is the price for one user or ten.
  • You don't have a support volume problem. The AI agent is paid capacity you won't use.
  • You don't want a help desk. pick a feature is narrowly a feature-request tool, by design.
  • You run multiple apps/projects. Unlimited at $15/mo is roughly the cost of 1.5 Featurebase seats.

If you're an indie Flutter dev with one to five projects and your support is "I read every email myself" — pick a feature is the cheaper, simpler tool.

How to evaluate which one fits

Skip the comparison and answer two questions:

  1. Is your product a Flutter app? If yes, pick a feature is the only one of the two with native widgets. If your product is web, that flips.
  2. Do you want a help desk + AI support bundled in? If yes, Featurebase. If no, pick a feature.

The remaining tie-breakers — team size, per-seat math, AI usage — fall out of those two answers.

Frequently asked questions

Is Featurebase a Canny alternative?

Yes, and it's the most active alternative on the market. Featurebase started as a direct Canny competitor and has since expanded into help desk and AI support. The feedback module remains comparable to Canny's. See our Canny vs pick a feature piece for the broader category comparison.

Does Featurebase have a Flutter SDK?

No. Featurebase is web-based. The integration options are a hosted portal, a JavaScript embed for web apps, or a custom build against their API (Professional tier and up). pick a feature is the Flutter-native option.

Is Featurebase free forever?

The free tier is described as a "forever" plan with one seat. It includes feedback boards, roadmaps, surveys, a 50-article help center, and a unified inbox. It does not include the AI agent or AI Copilot — those start on Growth.

What's Featurebase's startup discount?

86% off Growth for companies founded less than two years ago with fewer than six employees. That brings Growth to roughly $4/seat/mo (annual). If you qualify, the math against pick a feature gets much closer at low team sizes.

What about UserVoice or Frill?

UserVoice is enterprise-only at $16k/year — different buyer entirely. Frill is the closest peer to pick a feature on positioning, but web-only with starter pricing at $25/mo. We've compared each separately.

Bottom line

Featurebase is a bundle play: feedback, help desk, AI, surveys, all in one tool, billed per seat. For teams that want the bundle, the per-seat math works out — especially with the startup discount. For everyone else, you're paying for capacity you won't use.

pick a feature is the focused alternative: Flutter-native feature requests, flat $5/mo, no help desk, no AI, no per-seat compounding. If you're shipping a Flutter app and want feedback collected in-app for the price of a coffee, start free at pickafeature.com.