Name Enrichment estimates demographic signals from a first name — age range, gender with confidence score, and top nationalities by probability. It's a fast, lightweight way to add demographic context to a contact list without any personally identifiable data.
When you have a list of first names and need to understand the audience — for personalization, segmentation, or outreach — this tool gives you probabilistic demographic signals in bulk. It uses large reference datasets, so the estimates come with sample sizes and confidence scores rather than black-box outputs.
What you can do
- enrich_name — get estimated age, gender with probability, and nationality breakdown for a single first name
- bulk_enrich — enrich up to 10 names at once using a native batch call for speed
Who it's for
Sales and marketing teams who want to personalize outreach without collecting sensitive data. Audience segmentation analysts who need demographic signals from name data alone. Researchers studying name distribution patterns across nationalities or age groups.
How to use it
- Use enrich_name for a single name — pass just the first name, case-insensitive
- For multiple names, use bulk_enrich with an array of up to 10 first names — it's faster than calling enrich_name in a loop
- Check the probability field on gender and nationality results — low values mean the name is ambiguous or culturally diverse
- The nationality result returns all predicted country codes with probabilities, not just the top one
Getting started
Pass first names only — not full names. The tool works on any first name from any culture. For large datasets, batch in groups of 10 using bulk_enrich for the most efficient processing.
