We’ve rolled out an upgrade to persona sets that makes them easier to interpret and more useful in practice.  

### Adding interpretation

Each persona now comes with:
- **Summaries** — each persona now includes a plain-English description in the Definition tab.  
- **Salient traits** — the datapoints that most distinguish a persona from others in the set are featured in the Analysis tab and marked with a ⭐.
- **Recommendations** — practical engagement strategies now appear in a new Recommendations tab.  

These additions appear in the Dashboard and API across new persona sets.

Learn more in the [persona set documentation](/docs/abstractions/persona_sets).