Ratings use a 0–5 star scale for group-generation capability. Feature filters require support across the reviewed dataset. Sales-gated and adjacent commercial platforms are tracked separately in related-commercial-platforms.json and are not included in these rankings unless a self-serve generator can be reviewed.
No tools match those filters.
Try lowering the rating threshold or removing a feature requirement.
Transparent by design
Review the data and methodology.
The dataset includes the review rubric, structured JSON, spreadsheet-friendly CSV, and issue templates for corrections, rating disputes, and new tool suggestions.