AI-powered labeling and taxonomy for feedback

Auto-categorize submissions, detect themes and sentiment, and align feedback to your taxonomy—so you can scale triage and insights.

AI Labeling & Taxonomy in ShapeShip

What AI Labeling & Taxonomy gives you

Automatically categorize and understand feedback at scale.

Automatic categorization

AI suggests or applies labels from your taxonomy to each submission. Reduce manual tagging and keep categories consistent.

Taxonomy management

Define and edit label sets (e.g. type: bug, feature, question). AI uses your taxonomy so labels match how your team works.

Theme and trend detection

Surface recurring themes and trends across submissions. Spot emerging topics and volume changes over time.

Sentiment analysis

Get positive, neutral, or negative sentiment per submission. Use sentiment in routing rules and dashboards.

Topic extraction

Extract main topics and keywords from free text. Feed insights and reports without reading every submission.

Intent signals

Identify customer intent (e.g. request, complaint, question). Route and prioritize based on intent and labels.

How it works

1

Define your taxonomy

Create or import label sets (e.g. type, area, priority). Optionally map labels to routing or actions.

2

Enable AI labeling

Turn on AI labeling for a form or the whole inbox. New and existing submissions can be processed.

3

Review and refine

AI applies suggested labels. You can correct and bulk-edit; over time the model aligns to your choices.

4

Use in routing and insights

Use labels and sentiment in routing rules and in dashboards. Filter and report by category and trend.

Frequently asked questions

Ready to use AI Labeling & Taxonomy?

Start capturing and acting on feedback today. Free plan includes everything you need.