Overview

Nationalize.io offers a specialized API designed to predict the most probable nationality of an individual based solely on their given name. This service processes a name input and returns a structured JSON object containing a list of potential countries of origin, each with a calculated probability score. The underlying models analyze global naming patterns and frequencies to infer demographic characteristics, making it a tool for data enrichment.

The API is primarily utilized by developers and data scientists who require insights into national demographics without collecting sensitive personal information. Use cases span several sectors, including enhancing marketing segmentation by tailoring campaigns to likely national groups, personalizing user experiences in applications, and conducting academic or commercial demographic research. For example, an e-commerce platform might use Nationalize.io to infer potential cultural preferences based on name-predicted nationality, allowing for more relevant product recommendations or localized content delivery.

Nationalize.io simplifies the process of integrating nationality prediction into various applications. Its straightforward API structure accepts a name as a query parameter, making implementation accessible for those with basic programming knowledge. The service handles the complex data processing and probabilistic modeling, returning actionable data points. This approach reduces the development overhead associated with building and maintaining internal demographic prediction systems. The API also supports batch processing for analyzing multiple names efficiently, which is useful for large datasets in analytical workflows.

While the API provides probabilistic predictions, it is important to recognize that these are inferences based on statistical patterns, not definitive declarations of an individual's nationality. The accuracy of predictions can vary depending on the uniqueness and prevalence of a name across different cultures. Developers are encouraged to use these predictions as indicators for broader demographic trends rather than as absolute identifiers. The documentation provides insights into how the API handles common names and offers guidance on interpreting probability scores for effective data utilization, ensuring that users can correctly interpret the API's output for their specific use cases.

Key features

  • Nationality Prediction by Name: Predicts the most likely national origin from a given name, returning a list of countries with associated probability scores.
  • Probabilistic Scoring: Provides a confidence score for each predicted nationality, allowing users to evaluate the strength of the prediction.
  • Multilingual Name Support: Designed to process names from various linguistic and cultural backgrounds, accommodating global datasets.
  • Batch Processing: Supports the analysis of multiple names in a single API request, optimizing performance for large datasets.
  • JSON Output: Returns results in a standard JSON format, facilitating easy parsing and integration into applications.
  • Developer-Friendly API: Features a simple RESTful interface with clear documentation and code examples in multiple programming languages, as detailed in the Nationalize.io API documentation.

Pricing

Nationalize.io offers a free tier for initial exploration and various paid plans based on request volume. Pricing is structured to accommodate different usage levels, from individual developers to enterprise applications. The following table provides an overview of the pricing structure as of May 2026, referencing the Nationalize.io pricing page for current details.

Plan Name Monthly Requests Monthly Price Cost Per 1,000 Requests (Approx.)
Free 1,000 $0 $0
Small 10,000 $9 $0.90
Medium 100,000 $49 $0.49
Large 1,000,000 $199 $0.20
XLarge 10,000,000 $999 $0.10

Common integrations

Nationalize.io can be integrated into various systems and workflows where demographic data enrichment is beneficial. While specific integration guides for third-party platforms are not explicitly listed, the API's RESTful nature allows for broad compatibility. Common integration scenarios include:

  • CRM Systems: Enriching customer profiles with predicted nationality for targeted communication and segmentation.
  • Marketing Automation Platforms: Personalizing email campaigns or ad targeting based on inferred national preferences.
  • Business Intelligence Tools: Integrating nationality data into dashboards for deeper demographic analysis and reporting.
  • Data Warehouses and Lakes: Augmenting existing datasets with nationality predictions for research or compliance purposes.
  • Web and Mobile Applications: Customizing user interfaces, content, or product recommendations based on a user's likely national origin, as described in the Nationalize.io API reference.

Alternatives

For developers seeking alternatives or complementary services for name-based demographic predictions, several options exist:

  • Genderize.io: Predicts the gender of a person based on their name, often used in conjunction with nationality prediction for more comprehensive demographic insights.
  • Agify.io: Estimates a person's age based on their name, providing another layer of demographic data for personalization and analysis.
  • Shadow Query (via RapidAPI): Offers a nationality-by-name API through the RapidAPI marketplace, providing an alternative for similar prediction capabilities.
  • Custom Machine Learning Models: Organizations with significant data science resources may opt to build and train their own machine learning models for nationality prediction, using public datasets and advanced natural language processing techniques, as outlined in discussions on Mozilla's machine learning glossary.

Getting started

To begin using Nationalize.io, developers can make a simple HTTP GET request to the API endpoint with a name as a query parameter. The API will respond with a JSON object containing the predicted nationalities and their respective probabilities. A valid API key is typically required for authenticated requests beyond the free tier, which can be obtained upon registration.

Here's an example using cURL to query the API for the name "Michael":


curl "https://api.nationalize.io?name=michael"

The API response for this query would resemble the following JSON structure:


{
  "name": "michael",
  "country": [
    {
      "country_id": "US",
      "probability": 0.083
    },
    {
      "country_id": "GB",
      "probability": 0.057
    },
    {
      "country_id": "AU",
      "probability": 0.045
    }
  ]
}

This output indicates that for the name "Michael," the United States, Great Britain, and Australia are among the most probable countries of origin, with their respective probabilities. Developers can then parse this JSON response within their applications to utilize the nationality data. The Nationalize.io quickstart guide offers more detailed examples in Python, PHP, Ruby, Node.js, Go, and Java, demonstrating how to integrate the API into various programming environments.