diff --git a/README.md b/README.md
index 5b51f42d..dee8d685 100644
--- a/README.md
+++ b/README.md
@@ -73,3 +73,29 @@ All commands are run from the root of the project, from a terminal:
 | `bun run preview`         | Preview your build locally, before deploying     |
 | `bun run astro ...`       | Run CLI commands like `astro add`, `astro check` |
 | `bun run astro -- --help` | Get help using the Astro CLI                     |
+
+## Automatic i18n
+
+The website aims at having an automatic i18n done via various scripts in the `scripts` directory.
+
+The [translations.tsx](./scripts/translations.tsx) script is used to translate the website content into the desired language. It has two methods to create translations, via `OpenAI API`, and the other via `api.datpmt.com`. To use the OpenAI API method, make sure you have an `OPENAI_API_KEY` as the environment variable set. To use the other API, just un-comment the `translateText` function call using it.
+
+Now, let's say that you want to update translations or add a new locale, `fr`.
+
+First, make sure to update the files `scripts/setup_new_locale.tsx` and `scripts/generate_translation_ts_file.tsx` to have the latest locale values as the following respectively.
+
+```tsx
+const newLocale = 'fr'
+```
+
+```tsx
+const locales = ['fr']
+```
+
+Now to have translations generated for `fr`, you'd want to run:
+
+- `bun run setup:new:locale`: This script copies the existing files in `src/pages` directory to `src/pages/fr` directory and makes sure to replace each reference to `content/blog` to `content/fr/blog`. Then, it copies the `src/content/blog` directory to `src/content/fr/blog` and makes sure to set `locale` frontmatter in each markdown file as `fr`. Then, it runs all the translation scripts mentioned below.
+- `bun run generate:locale:translations`: This script uses the translate function to translate the `en.yml` key value pairs into the desired language, and creates a `fr.yml` file.
+- `bun run generate:translation.ts`: This script uses all the `.yml` files in the `locales` directory to generate two files, `src/services/locale.ts` and `src/services/translation.ts` files with all the locales translations key value pair.
+- `bun run generate:blog:translations`: This script uses all the `.md` files in the `src/content/blog` directory to generate the translated version of the file in the `src/content/fr/blog` directory.
+- `bun run generate:plugin:translations`: This script uses all the `.md` files in the `src/content/plugins-tutorials` directory to generate the translated version of the file in the `src/content/fr/plugins-tutorials` directory.
diff --git a/_redirects b/_redirects
index 51e81508..63b13d27 100644
--- a/_redirects
+++ b/_redirects
@@ -7,5 +7,6 @@ docs/plugin/know-issues docs/plugin/known-issues/ 200
 /self-hosted-capgo /docs/plugin/self-hosted/getting-started/ 200
 /self-hosted-live-updates /docs/plugin/self-hosted/auto-update/ 200
 /docs/getting-started/ /docs/plugin/cloud-mode/getting-started/ 302
+/sitemap.xml /sitemap-index.xml 301
 /sitemap-index.xml/ /sitemap-index.xml 301
 /sitemap-0.xml/ /sitemap-0.xml 301
diff --git a/scripts/translate.tsx b/scripts/translate.tsx
index 6263417f..ae7f8c15 100644
--- a/scripts/translate.tsx
+++ b/scripts/translate.tsx
@@ -1,41 +1,41 @@
-// import 'dotenv/config'
-
-// export const translateText = async (text: string, lang: string) => {
-//   const response = await fetch('https://api.openai.com/v1/chat/completions', {
-//     method: 'POST',
-//     headers: {
-//       'Content-Type': 'application/json',
-//       Authorization: `Bearer ${process.env.OPENAI_API_KEY}`,
-//     },
-//     body: JSON.stringify({
-//       model: 'gpt-4o-mini',
-//       messages: [
-//         {
-//           role: 'system',
-//           content: `Only respond with the translation of the text. No other or unrelated text or characters. Make sure to avoid translating links, HTML tags, code blocks, image links.`,
-//         },
-//         {
-//           role: 'user',
-//           content: `Translate the following text to ${lang} locale:\n\n${text}`,
-//         },
-//       ],
-//       max_tokens: 4000,
-//     }),
-//   })
-//   if (response.status !== 200) {
-//     console.error(response.statusText)
-//     process.exit(1)
-//   }
-//   const data = await response.json()
-//   return data.choices[0].message.content.trim()
-// }
+import 'dotenv/config'
 
 export const translateText = async (text: string, lang: string) => {
-  const params = new URLSearchParams({
-    string: text,
-    to_lang: lang,
-    from_lang: 'en',
+  const response = await fetch('https://api.openai.com/v1/chat/completions', {
+    method: 'POST',
+    headers: {
+      'Content-Type': 'application/json',
+      Authorization: `Bearer ${process.env.OPENAI_API_KEY}`,
+    },
+    body: JSON.stringify({
+      model: 'gpt-4o-mini',
+      messages: [
+        {
+          role: 'system',
+          content: `Only respond with the translation of the text. No other or unrelated text or characters. Make sure to avoid translating links, HTML tags, code blocks, image links.`,
+        },
+        {
+          role: 'user',
+          content: `Translate the following text to ${lang} locale:\n\n${text}`,
+        },
+      ],
+      max_tokens: 4000,
+    }),
   })
-  const response = await fetch(`https://api.datpmt.com/api/v2/dictionary/translate?${params.toString()}`)
-  return await response.json()
+  if (response.status !== 200) {
+    console.error(response.statusText)
+    process.exit(1)
+  }
+  const data = await response.json()
+  return data.choices[0].message.content.trim()
 }
+
+// export const translateText = async (text: string, lang: string) => {
+//   const params = new URLSearchParams({
+//     string: text,
+//     to_lang: lang,
+//     from_lang: 'en',
+//   })
+//   const response = await fetch(`https://api.datpmt.com/api/v2/dictionary/translate?${params.toString()}`)
+//   return await response.json()
+// }