# Build a White-Label AI Customer Feedback Portal

- Tool: AI Implementations
- Last updated: June 2026

## TL;DR

Featurebase Pro at $29/mo with custom domain is one of the cheapest honest white-label SaaS in this entire cluster — build-yourself only beats it above ~10 clients managed simultaneously. Build with Lovable + Claude Haiku 4.5 for $25 tools + $5 API credits in 1 weekend: feedback board with AI deduplication, sentiment tagging, and PM response drafting. Hire RapidDev at $10K–$18K for multi-client agency portals with advanced AI clustering.

## Frequently asked questions

### How much does it cost to build a white-label AI feedback portal?

A Lovable build costs $25 tools + $5 API credits. Operating costs at 10 portals × 100 submissions/month run about $45/month total (mostly infrastructure). RapidDev builds multi-tenant portals with advanced AI clustering in the $10K–$18K range. Featurebase Pro at $29/mo per portal is the honest alternative for fewer than 25 portals.

### Is Featurebase really cheaper than building?

For 1–9 portals: yes, Featurebase at $29/mo is cheaper for at least 3 years vs a $10K custom build. For 25 portals: $725/mo vs $45/mo custom ops = $680/mo savings = 15-month payback on a $10K build — at that point, building starts to win. The honest threshold is about 15–20 portals under simultaneous management.

### What does 'white-label' mean for Featurebase vs Canny?

Featurebase Pro at $29/mo includes custom domain (feedback.yourproduct.com) and brand removal. Canny's Starter at $79/mo does NOT include custom domain — you get a canny.io subdomain. Canny Business at $399/mo includes full custom-domain white-label. Featurebase is genuinely the most affordable true white-label feedback portal on the market in 2026.

### How does AI deduplication help a product team?

Without deduplication, the same feature request gets submitted 50 times as isolated posts. A PM has to manually identify and merge them. AI deduplication (embedding similarity search) groups semantically similar posts automatically — showing users similar existing requests before they submit, and clustering similar posts in the admin view. For a mature product with 5,000+ feedback items, this turns a 4-hour weekly deduplication task into a 15-minute review.

### Can RapidDev build a custom feedback portal for my agency?

Yes — RapidDev builds multi-tenant feedback portals with AI deduplication clustering, sentiment tagging, PM response drafting, custom domains per portal, and Slack/email integration. Standard builds run $10K–$18K and ship in 4–6 weeks. Our recommendation: start with Featurebase at $29/mo per portal until you hit 15+ simultaneous portals, then commission the custom build. Book a free 30-minute consultation.

---

Source: https://www.rapidevelopers.com/ai-implementation/ai-enhanced-customer-feedback-portal-ai-white-label
© RapidDev — https://www.rapidevelopers.com/ai-implementation/ai-enhanced-customer-feedback-portal-ai-white-label