Human-approved by design

The agent that pauses before every GitLab write.

Loopback triages your customers' feedback, learns what you reject, and waits for your call before creating a single GitLab issue. PII redacted server-side. Every decision logged.

Drop a feedback CSV, or click to choose

columns: id, text, channel, date

or try a sample batch

Cluster & rank

Themes by frequency × severity

You approve

A real pause, nothing auto-filed

Create in GitLab

Labels + linked duplicates