How do you handle name variations and nicknames?

Our database includes common name variations, diminutives, and nicknames. For example, "Bob" is recognized as a variation of "Robert", and "Liz" as a variation of "Elizabeth". However, we recommend querying the full first name when available for best accuracy. Our AI systems continuously learn new name variations from our dataset. If you encounter a nickname that is not recognized, please let us know and we will add it to our database. Regional variations (like "Juan" vs "John") are handled through our country-specific datasets.