# Multi-Turn Conversation Evaluation

A gallery of labeling and evaluation interfaces built with Label Studio Enterprise programmable interfaces. Each entry is a starting point to adapt, not a fixed template.

**Category:** LLM & Agent Evaluation  
**URL:** https://humansignal.com/use-cases/multi-turn-conversation-evaluation

Review an assistant conversation one turn at a time, score each turn against a rubric, flag issues, highlight evidence spans, and give a conversation-level verdict.

Multi-turn failures accumulate. A turn that looks fine on its own is wrong given what the user said three turns earlier, so the reviewer needs the whole transcript in view while grading one turn. This interface does that.

Each assistant turn gets four 1 to 5 rubric scores, issue flags, notes, and text spans marked as evidence, claim, or correction; attached assets such as images, code, tables, and audio render inline. A conversation-level rubric at the end computes a verdict (Excellent, Good, Mixed, Poor) and takes summary notes.

## More LLM & Agent Evaluation interfaces
- [Agent Trace Evaluation](https://humansignal.com/use-cases/agent-trace-evaluation)

[All use cases](https://humansignal.com/use-cases)