AI Customer-Feedback Intelligence

Turn customer noise into product clarity

LOOP ingests your support tickets, reviews, and surveys — then uses AI to classify, cluster, and surface exactly what your customers are telling you.

Comparable in spirit to Enterpret, Dovetail, Productboard Insights

130+Feedback records analysed
8Auto-detected categories
3Role tiers (RBAC)
<1 minWorkspace setup time

How it works

Customer feedback
LOOP ingests
PostgreSQL
AI analysis
Sentiment · Themes · Insights

Everything you need

Ingest at scale

Import feedback from support tickets, app-store reviews, surveys, and sales notes via CSV or API.

🧠

AI classification

Claude-powered sentiment analysis and theme clustering — no manual tagging required.

📊

Trend dashboard

Spot what is rising, falling, or exploding across channels before it becomes a crisis.

💬

Plain-English Q&A

Ask "What do customers complain about most?" and get a direct answer backed by real data.

🔐

Multi-tenant RBAC

Workspaces with Admin, Analyst, and Viewer roles. Every query is scoped — no data leaks.

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Clean API layer

Every feature is backed by a typed REST API. Integrate with your existing toolchain.

Built for teams

ADMIN
  • Manage members & roles
  • Full workspace access
  • Import & delete feedback
ANALYST
  • Ingest & manage feedback
  • CSV bulk import
  • View all insights
VIEWER
  • Read-only access
  • View feedback list
  • View reports & themes

What teams are saying

"

LOOP replaced three spreadsheets and a weekly meeting. We now know what customers want before they churn.

Sarah K.

Head of Product, SaaS startup

"

The sentiment clustering is scary accurate. It surfaced a billing bug we had no idea was causing frustration.

Marcus T.

CX Lead, E-commerce brand

"

Finally a tool that gives our analysts real power without handing them the keys to the whole database.

Priya M.

Data Analyst, FinTech scale-up

Frequently asked questions

How does LOOP classify feedback?

LOOP uses AI-powered sentiment analysis to score each piece of feedback as positive, neutral, or negative, then clusters it into themes like performance, pricing, UX, and more — automatically.

Can I import existing feedback?

Yes. ANALYST and ADMIN roles can bulk-import feedback via CSV upload. The importer validates each row and skips malformed entries with a clear error report.

How does the role system work?

Every workspace has three roles: ADMIN (full control), ANALYST (ingest + manage feedback), and VIEWER (read-only). Roles are enforced at the API level — not just the UI.

Is my data isolated from other workspaces?

Completely. Every database query is scoped to your workspaceId. There is no way for one workspace to read or write another's data.

Do I need a credit card to start?

No. Create your workspace and start ingesting feedback immediately. No credit card, no trial timer.

Ready to understand your customers?

Set up your workspace in minutes. No credit card required.

Create your workspace