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skills/modern-web-guidance/guides/built-in-ai/language-detection.md
3.56 KB · Oct 4, 2026 · 12:33 UTC
# Language Detection
The **Language Detector API** is a client-side web API designed to identify the language of a given text string. By performing detection locally in the browser, it enhances user privacy and reduces the need for heavy external libraries or costly server-side calls.
## Key Use Cases
- **Translation Prep:** Identifying the source language before sending text to a translator.
- **Safety & Filtering:** Loading specific models for tasks like toxicity detection.
- **Accessibility:** Labeling content with the correct `lang` attribute for screen readers.
- **UI Localization:** Adjusting application interfaces based on the user's input language.
## Hardware & System Requirements
- **OS:** Windows 10/11, macOS 13+, Linux, or Chromebook Plus.
- **Storage:** 22 GB free space (model is removed if space drops below 10 GB).
- **RAM/CPU:** 16 GB RAM and 4+ CPU cores.
- **VRAM:** 4 GB+ if using a GPU.
## Implementation Guide
### 1. Model Management & User Activation
Check model availability before attempting to instantiate the detector or trigger download.
**MANDATORY:** Instantiating the language detector or triggering a model download with `LanguageDetector.create()` **MUST** be initiated by a user gesture (such as a button click) to prevent a `NotAllowedError` when the model is in a `downloadable` or `downloading` state.
```javascript
// Check if the model is available or downloadable
const availability = await LanguageDetector.availability();
if (availability !== 'unavailable') {
button.addEventListener('click', async () => {
const detector = await LanguageDetector.create({
monitor(m) {
m.addEventListener('downloadprogress', (e) => {
console.log(`Downloaded ${e.loaded * 100}%`);
});
},
});
});
}
```
### 2. Running Detection
The API returns a ranked list of potential languages with a confidence score between `0.0` and `1.0`.
```javascript
const someUserText = 'Hallo und herzlich willkommen!';
const results = await detector.detect(someUserText);
for (const result of results) {
// result.detectedLanguage (e.g., 'de')
// result.confidence (e.g., 0.999)
console.log(result.detectedLanguage, result.confidence);
}
```
Avoid using the detector on very short phrases or single words, as accuracy drops significantly.
## Security and Environment
- **Iframes:** Cross-origin iframes require an explicit Permissions Policy to access the API.
```html
<iframe
src="https://cross-origin.example.com/"
allow="language-detector"
></iframe>
```
- **Web Workers:** The API is **not** currently available in Web Workers due to Permission Policy complexities.
- **Privacy:** No data is sent to Google or third parties during the detection process.
## Fallback Strategy
Language detector has limited availability.
Supported by: Chrome 138 (Jun 2025) and Edge 148 (May 2026).
Unsupported in: Firefox and Safari.
Before use, check if the `LanguageDetector` object is available in the global scope:
```javascript
if ('LanguageDetector' in self) {
// The Language Detector API is supported.
} else {
// Execute fallback strategy
}
```
If the `LanguageDetector` API is unsupported or availability checks return `'unavailable'`, you must gracefully fall back:
1. **Remote API Fallback**: Redirect the detection request to a server endpoint or a cloud API (such as the Vertex AI Gemini API) to identify the language.
2. **Graceful Degradation**: Disable language detection elements/buttons and inform the user that client-side detection is currently unsupported in this browser, preventing any unhandled exceptions or crashes.
SHA-256: 8d76828c0b855d68c8d314e1930e9dd57bd7205c1576ec515d736b03a92a392b