Free during beta — no credit card required

Turn user feedback into clarity

FeedbackAI collects, classifies, and clusters your user feedback automatically. Stop drowning in support messages — start making decisions backed by structured insight.

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Currently free while in beta · Pricing may be introduced in the future

feedback.cuevalab.com/dashboard

Dashboard

Feedback Volume

Everything your team needs

From ingestion to insight — FeedbackAI handles the full pipeline so you can focus on building.

AI Classification

Every piece of feedback is automatically classified into bugs, feature requests, or complaints — with confidence scores and reasoning.

Smart Clustering

Vector embeddings group similar feedback together. Duplicate noise is eliminated so your team sees signal, not spam.

Analytics & Trends

Track feedback volume over time, identify trending clusters, and surface high-priority issues before they become crises.

Slack Integration

Connect your Slack workspace and let FeedbackAI capture and process messages from designated channels automatically.

Team Collaboration

Invite teammates, assign roles, and work together on feedback triage with a shared, organized workspace.

Secure by Design

Your data stays isolated per organization. JWT-based auth, email verification, and role-based access control built in.

Feedback Management

All your feedback,
perfectly organized

Every message from every channel lands in one place. AI automatically tags the category, assigns importance, and flags duplicates — so your inbox stays clean.

Auto-classify bugs, features, and complaints
Importance scoring from 1–3 stars
Duplicate detection with fingerprinting
Full-text search across all feedback

feedback.cuevalab.com/feedback

All Feedback

Filter

+ Add

Content	Category	Source
The mobile login keeps failing with OAuth	bug	slack
Would love a dark mode for the dashboard	feature	email
Export to CSV is broken in Firefox	bug	manual
Response times have been really slow lately	complaint	slack

feedback.cuevalab.com/clusters

AI Clusters

Authentication & Login Issues

Users experiencing OAuth failures and session timeouts across mobile platforms.

24 items

Dark Mode & UI Preferences

Strong demand for dark mode and theming options from power users.

18 items

Data Export & Integrations

Requests for CSV export, API access and third-party tool connections.

15 items

Performance & Loading Speed

Reports of slow response times especially during peak hours.

11 items

Notification Settings

Users want granular control over email and push notification frequency.

9 items

Billing & Subscription

Questions around invoice access and plan upgrade flows.

7 items

AI Clustering

Patterns emerge
automatically

FeedbackAI groups related feedback into clusters — even when users describe the same problem in completely different words.

Semantic similarity clustering with pgvector
AI-generated cluster summaries and labels
Merge similar clusters with one click
Trending cluster detection week-over-week

How it works

From noise to insight in minutes

Collect

Connect Slack, submit via API, or enter feedback manually. All sources funnel into one unified inbox.

Classify & Cluster

AI tags each item, detects duplicates, and groups similar feedback automatically.

Act

Explore trends, drill into clusters, and share insights with your team — all from a single dashboard.

Beta — Free Access

Free while we're in beta

FeedbackAI is currently in active development and testing. Sign up now to get full access at no cost.

Pricing may be introduced in the future. Early adopters help shape the product.

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