diff --git a/apps/dashboard/src/lib/utils/translations/da.json b/apps/dashboard/src/lib/utils/translations/da.json
index 027c3e0d..affcf08f 100644
--- a/apps/dashboard/src/lib/utils/translations/da.json
+++ b/apps/dashboard/src/lib/utils/translations/da.json
@@ -401,8 +401,8 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "Token-pakke føjet til din saldo.",
-      "checkout_failed": "Kunne ikke starte kassen. Prøv venligst igen."
+      "purchase_success": "AI credit pack tilføjet til din saldo.",
+      "checkout_failed": "Kunne ikke starte betaling. Prøv igen."
     },
     "public_course": {
       "url_copied": "Kursus-URL kopieret",
@@ -2725,9 +2725,9 @@
       "open_billing": "Åben fakturering",
       "error": "Der opstod en fejl under åbning af fakturering",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "Brug af AI-assistent",
-      "ai_tokens_used": "tokens brugt denne måned",
-      "ai_bonus_credits": "tilgængelige bonuskreditter"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "AI credits brugt denne måned",
+      "ai_bonus_credits": "bonus AI credits tilgængelige"
     },
     "integrations": {
       "heading": "Telegram",
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "AI-kreditter",
-      "page_subtitle": "Spor brug af AI-assistent, teamforbrug og køb af tokenpakker.",
-      "cost_note": "Kreditforbrug vægtes efter modelomkostninger. Gemini 2.5 Flash og GPT-5.4 Mini tæller som 1 kreditenhed pr. token. Claude Sonnet 4.6 tæller som 36× pr. token, hvilket afspejler dens højere API-omkostninger.",
-      "buy_tokens": {
-        "title": "Køb flere tokens",
-        "description": "Hver pakke tilføjer 5.000.000 kreditter for $5 USD. Vælg, hvor mange pakker du har brug for.",
-        "quantity_hint": "pakker",
-        "preview": "{quantity} pakke(r) · {tokens} tokens · ${dollars}",
-        "buy_button": "Køb for ${dollars}"
+      "sub_title": "AI credits",
+      "page_subtitle": "Spor brug af AI-assistent, teamforbrug og køb af AI credit packs.",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "Dit inkluderede forbrug",
+        "subtitle": "Månedlige AI credits inkluderet i din plan.",
+        "resets_on": "Nulstiller {date}"
+      },
+      "purchased": {
+        "title": "Købt forbrug",
+        "subtitle": "Ekstra AI credits, du har købt, overføres, indtil de er brugt.",
+        "lifetime": "{tokens} credits købt · ${dollars} brugt",
+        "buy_more": "Køb mere"
+      },
+      "chart": {
+        "heading": "Brug",
+        "subheading": "Dagligt AI credits-forbrug denne måned.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
+        "total_requests": "Samlet antal anmodninger",
+        "empty": "Der er ikke registreret noget forbrug i denne måned endnu."
       },
       "leaderboard": {
         "title": "Teambrug",
         "this_month": "Nuværende måned",
         "user": "Bruger",
         "favorite_model": "Yndlingsmodel",
-        "tokens": "Poletter",
+        "tokens": "Credits",
         "empty": "Ingen på dit hold har brugt AI-assistenten denne måned."
       },
-      "chart": {
-        "heading": "Brug",
-        "subheading": "Dagligt tokenforbrug denne måned.",
-        "tokens": "Poletter",
-        "total_tokens": "Samlede tokens",
-        "total_requests": "Samlet antal anmodninger",
-        "empty": "Der er ikke registreret noget forbrug i denne måned endnu."
-      },
-      "purchased": {
-        "title": "Købt brug",
-        "subtitle": "Ekstra poletter, du har købt, ruller over, indtil de bliver brugt.",
-        "lifetime": "{tokens} tokens købt · ${dollars} brugt",
-        "buy_more": "Køb mere"
-      },
-      "included": {
-        "title": "Dit inkluderede forbrug",
-        "subtitle": "Månedlige tokens inkluderet i din plan.",
-        "resets_on": "Nulstiller {date}"
+      "buy_tokens": {
+        "title": "Køb flere credits",
+        "description": "Hver pakke tilføjer 5,000,000 credits for $5 USD. Vælg, hvor mange pakker du har brug for.",
+        "quantity_hint": "pakker",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "Køb for ${dollars}"
       }
     }
   },
diff --git a/apps/dashboard/src/lib/utils/translations/de.json b/apps/dashboard/src/lib/utils/translations/de.json
index 00dc42ae..32ecfdea 100644
--- a/apps/dashboard/src/lib/utils/translations/de.json
+++ b/apps/dashboard/src/lib/utils/translations/de.json
@@ -401,8 +401,8 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "Das Token-Paket wurde Ihrem Guthaben hinzugefügt.",
-      "checkout_failed": "Der Checkout konnte nicht gestartet werden. Bitte versuchen Sie es erneut."
+      "purchase_success": "AI credit pack zu Ihrem Guthaben hinzugefügt.",
+      "checkout_failed": "Checkout konnte nicht gestartet werden. Bitte versuchen Sie es erneut."
     },
     "public_course": {
       "url_copied": "Kurs-URL kopiert",
@@ -2725,9 +2725,9 @@
       "open_billing": "Abrechnung öffnen",
       "error": "Beim Öffnen der Abrechnung ist ein Fehler aufgetreten",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "Verwendung des KI-Assistenten",
-      "ai_tokens_used": "Token, die diesen Monat verwendet wurden",
-      "ai_bonus_credits": "Bonusguthaben verfügbar"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "AI credits diesen Monat verwendet",
+      "ai_bonus_credits": "Bonus-AI credits verfügbar"
     },
     "integrations": {
       "heading": "Telegramm",
@@ -3140,7 +3140,7 @@
       "customize_lms_tab": "LMS anpassen",
       "domains_tab": "Domänen",
       "teams_tab": "Mannschaften",
-      "ai_credits_tab": "KI-Credits",
+      "ai_credits_tab": "AI Credits",
       "ai_tutor_tab": "KI-Tutor"
     },
     "subheadings": {
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "KI-Credits",
-      "page_subtitle": "Verfolgen Sie die Nutzung von KI-Assistenten, den Teamverbrauch und den Kauf von Token-Paketen.",
-      "cost_note": "Die Credit-Nutzung wird nach Modellkosten gewichtet. Gemini 2.5 Flash und GPT-5.4 Mini zählen als 1 Krediteinheit pro Token. Claude Sonnet 4.6 zählt als 36× pro Token, was die höheren API-Kosten widerspiegelt.",
-      "buy_tokens": {
-        "title": "Kaufen Sie mehr Token",
-        "description": "Jedes Paket fügt 5.000.000 Credits für 5 USD hinzu. Wählen Sie, wie viele Packungen Sie benötigen.",
-        "quantity_hint": "Packungen",
-        "preview": "{quantity} Packung(en) · {tokens} Token · ${dollars}",
-        "buy_button": "Für ${dollars} kaufen"
+      "sub_title": "AI credits",
+      "page_subtitle": "Verfolgen Sie die Nutzung des AI-Assistenten, den Teamverbrauch und den Kauf von AI credit packs.",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "Ihr inbegriffener Verbrauch",
+        "subtitle": "Monatliche AI credits in Ihrem Plan enthalten.",
+        "resets_on": "Setzt {date} zurück"
+      },
+      "purchased": {
+        "title": "Gekaufte Nutzung",
+        "subtitle": "Zusätzliche AI credits, die Sie gekauft haben, werden übertragen, bis sie verwendet werden.",
+        "lifetime": "{tokens} credits gekauft · ${dollars} ausgegeben",
+        "buy_more": "Mehr kaufen"
+      },
+      "chart": {
+        "heading": "Nutzung",
+        "subheading": "Täglicher AI credits-Verbrauch in diesem Monat.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
+        "total_requests": "Gesamtzahl der Anfragen",
+        "empty": "In diesem Monat wurde noch keine Nutzung registriert."
       },
       "leaderboard": {
         "title": "Teamnutzung",
         "this_month": "Aktueller Monat",
         "user": "Benutzer",
         "favorite_model": "Lieblingsmodell",
-        "tokens": "Token",
-        "empty": "Niemand in Ihrem Team hat diesen Monat den KI-Assistenten verwendet."
+        "tokens": "Credits",
+        "empty": "Niemand in Ihrem Team hat diesen Monat den AI-Assistenten verwendet."
       },
-      "chart": {
-        "heading": "Nutzung",
-        "subheading": "Täglicher Tokenverbrauch in diesem Monat.",
-        "tokens": "Token",
-        "total_tokens": "Gesamtzahl der Token",
-        "total_requests": "Gesamtzahl der Anfragen",
-        "empty": "In diesem Monat wurde noch keine Nutzung registriert."
-      },
-      "purchased": {
-        "title": "Gekaufte Nutzung",
-        "subtitle": "Zusätzliche Token, die Sie gekauft haben, bleiben bestehen, bis sie verwendet werden.",
-        "lifetime": "{tokens} Token gekauft · ${dollars} ausgegeben",
-        "buy_more": "Kaufen Sie mehr"
-      },
-      "included": {
-        "title": "Ihr inbegriffener Verbrauch",
-        "subtitle": "Monatliche Token sind in Ihrem Plan enthalten.",
-        "resets_on": "Setzt {date} zurück"
+      "buy_tokens": {
+        "title": "Mehr credits kaufen",
+        "description": "Jedes Paket fügt 5,000,000 credits für $5 USD hinzu. Wählen Sie, wie viele Pakete Sie benötigen.",
+        "quantity_hint": "Pakete",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "Für ${dollars} kaufen"
       }
     }
   },
diff --git a/apps/dashboard/src/lib/utils/translations/en.json b/apps/dashboard/src/lib/utils/translations/en.json
index aa671773..91932fe2 100644
--- a/apps/dashboard/src/lib/utils/translations/en.json
+++ b/apps/dashboard/src/lib/utils/translations/en.json
@@ -945,24 +945,24 @@
     },
     "ai_credits": {
       "sub_title": "AI credits",
-      "page_subtitle": "Track AI assistant usage, team consumption, and purchase token packs.",
+      "page_subtitle": "Track AI assistant usage, team consumption, and purchase AI credit packs.",
       "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
       "included": {
         "title": "Your included usage",
-        "subtitle": "Monthly tokens included with your plan.",
+        "subtitle": "Monthly AI credits included with your plan.",
         "resets_on": "Resets {date}"
       },
       "purchased": {
         "title": "Purchased usage",
-        "subtitle": "Extra tokens you bought roll over until used.",
-        "lifetime": "{tokens} tokens purchased · ${dollars} spent",
+        "subtitle": "Extra AI credits you bought roll over until used.",
+        "lifetime": "{tokens} credits purchased · ${dollars} spent",
         "buy_more": "Buy more"
       },
       "chart": {
         "heading": "Usage",
-        "subheading": "Daily token consumption this month.",
-        "tokens": "Tokens",
-        "total_tokens": "Total tokens",
+        "subheading": "Daily AI credits consumption this month.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
         "total_requests": "Total requests",
         "empty": "No usage recorded this month yet."
       },
@@ -971,14 +971,14 @@
         "this_month": "Current month",
         "user": "User",
         "favorite_model": "Favorite model",
-        "tokens": "Tokens",
+        "tokens": "Credits",
         "empty": "Nobody on your team has used the AI assistant this month."
       },
       "buy_tokens": {
-        "title": "Buy more tokens",
+        "title": "Buy more credits",
         "description": "Each pack adds 5,000,000 credits for $5 USD. Choose how many packs you need.",
         "quantity_hint": "packs",
-        "preview": "{quantity} pack(s) · {tokens} tokens · ${dollars}",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
         "buy_button": "Buy for ${dollars}"
       }
     }
@@ -3899,7 +3899,7 @@
       "deactivated": "Token auth disabled."
     },
     "ai_credits": {
-      "purchase_success": "Token pack added to your balance.",
+      "purchase_success": "AI credit pack added to your balance.",
       "checkout_failed": "Could not start checkout. Please try again."
     },
     "account": {
diff --git a/apps/dashboard/src/lib/utils/translations/es.json b/apps/dashboard/src/lib/utils/translations/es.json
index aa14e4c1..7bf61660 100644
--- a/apps/dashboard/src/lib/utils/translations/es.json
+++ b/apps/dashboard/src/lib/utils/translations/es.json
@@ -401,8 +401,8 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "Paquete de tokens agregado a su saldo.",
-      "checkout_failed": "No se pudo iniciar el pago. Por favor inténtalo de nuevo."
+      "purchase_success": "Paquete de AI credits añadido a su saldo.",
+      "checkout_failed": "No se pudo iniciar el pago. Inténtelo de nuevo."
     },
     "public_course": {
       "url_copied": "URL del curso copiada",
@@ -2725,9 +2725,9 @@
       "open_billing": "Facturación abierta",
       "error": "Se produjo un error al abrir la facturación.",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "Uso del asistente de IA",
-      "ai_tokens_used": "tokens usados este mes",
-      "ai_bonus_credits": "créditos de bonificación disponibles"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "AI credits usados este mes",
+      "ai_bonus_credits": "AI credits de bonificación disponibles"
     },
     "integrations": {
       "heading": "Telegrama",
@@ -3140,7 +3140,7 @@
       "customize_lms_tab": "Personalizar LMS",
       "domains_tab": "Dominios",
       "teams_tab": "equipos",
-      "ai_credits_tab": "Créditos de IA",
+      "ai_credits_tab": "AI Credits",
       "ai_tutor_tab": "Tutor de IA"
     },
     "subheadings": {
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "créditos de IA",
-      "page_subtitle": "Realice un seguimiento del uso del asistente de IA, el consumo del equipo y compre paquetes de tokens.",
-      "cost_note": "El uso del crédito está ponderado por el costo del modelo. Gemini 2.5 Flash y GPT-5.4 Mini cuentan como 1 unidad de crédito por token. Claude Sonnet 4.6 cuenta como 36 veces por token, lo que refleja su mayor costo de API.",
-      "buy_tokens": {
-        "title": "Compra más fichas",
-        "description": "Cada paquete agrega 5.000.000 de créditos por $5 USD. Elige cuántos paquetes necesitas.",
-        "quantity_hint": "paquetes",
-        "preview": "{quantity} paquete(s) · {tokens} tokens · ${dollars}",
-        "buy_button": "Compra por ${dollars}"
+      "sub_title": "AI credits",
+      "page_subtitle": "Realice un seguimiento del uso del asistente de IA, del consumo del equipo y compre paquetes de AI credits.",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "Su uso incluido",
+        "subtitle": "AI credits mensuales incluidos en su plan.",
+        "resets_on": "Se restablece el {date}"
+      },
+      "purchased": {
+        "title": "Uso comprado",
+        "subtitle": "Los AI credits extra que compró se acumulan hasta que se usen.",
+        "lifetime": "{tokens} credits comprados · ${dollars} gastados",
+        "buy_more": "Comprar más"
+      },
+      "chart": {
+        "heading": "Uso",
+        "subheading": "Consumo diario de AI credits este mes.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
+        "total_requests": "Total de solicitudes",
+        "empty": "Aún no se ha registrado ningún uso este mes."
       },
       "leaderboard": {
         "title": "Uso del equipo",
         "this_month": "Mes actual",
         "user": "Usuario",
-        "favorite_model": "modelo favorito",
-        "tokens": "Fichas",
-        "empty": "Nadie de tu equipo ha utilizado el asistente de IA este mes."
+        "favorite_model": "Modelo favorito",
+        "tokens": "Credits",
+        "empty": "Nadie de su equipo ha usado el asistente de IA este mes."
       },
-      "chart": {
-        "heading": "Uso",
-        "subheading": "Consumo diario de tokens este mes.",
-        "tokens": "Fichas",
-        "total_tokens": "fichas totales",
-        "total_requests": "Solicitudes totales",
-        "empty": "Aún no se ha registrado ningún uso este mes."
-      },
-      "purchased": {
-        "title": "Uso comprado",
-        "subtitle": "Las fichas adicionales que compraste se acumulan hasta que se usan.",
-        "lifetime": "{tokens} tokens comprados · ${dollars} gastados",
-        "buy_more": "comprar más"
-      },
-      "included": {
-        "title": "Su uso incluido",
-        "subtitle": "Fichas mensuales incluidas en tu plan.",
-        "resets_on": "Restablece {date}"
+      "buy_tokens": {
+        "title": "Comprar más credits",
+        "description": "Cada paquete agrega 5,000,000 credits por $5 USD. Elige cuántos paquetes necesitas.",
+        "quantity_hint": "paquetes",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "Comprar por ${dollars}"
       }
     }
   },
diff --git a/apps/dashboard/src/lib/utils/translations/fr.json b/apps/dashboard/src/lib/utils/translations/fr.json
index 40e159c1..0fcd63e4 100644
--- a/apps/dashboard/src/lib/utils/translations/fr.json
+++ b/apps/dashboard/src/lib/utils/translations/fr.json
@@ -401,7 +401,7 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "Pack de jetons ajouté à votre solde.",
+      "purchase_success": "Pack d'AI credits ajouté à votre solde.",
       "checkout_failed": "Impossible de démarrer le paiement. Veuillez réessayer."
     },
     "public_course": {
@@ -2725,9 +2725,9 @@
       "open_billing": "Facturation ouverte",
       "error": "Une erreur s'est produite lors de l'ouverture de la facturation",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "Utilisation de l'assistant IA",
-      "ai_tokens_used": "jetons utilisés ce mois-ci",
-      "ai_bonus_credits": "crédits bonus disponibles"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "AI credits utilisés ce mois-ci",
+      "ai_bonus_credits": "AI credits bonus disponibles"
     },
     "integrations": {
       "heading": "Télégramme",
@@ -3140,7 +3140,7 @@
       "customize_lms_tab": "Personnaliser le LMS",
       "domains_tab": "Domaines",
       "teams_tab": "Équipes",
-      "ai_credits_tab": "Crédits IA",
+      "ai_credits_tab": "AI Credits",
       "ai_tutor_tab": "Tuteur IA"
     },
     "subheadings": {
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "Crédits IA",
-      "page_subtitle": "Suivez l’utilisation de l’assistant IA, la consommation de l’équipe et achetez des packs de jetons.",
-      "cost_note": "L'utilisation du crédit est pondérée par le coût du modèle. Gemini 2.5 Flash et GPT-5.4 Mini comptent pour 1 unité de crédit par jeton. Claude Sonnet 4.6 compte pour 36 × par jeton, reflétant son coût API plus élevé.",
-      "buy_tokens": {
-        "title": "Achetez plus de jetons",
-        "description": "Chaque pack ajoute 5 000 000 de crédits pour 5 $ USD. Choisissez le nombre de packs dont vous avez besoin.",
-        "quantity_hint": "paquets",
-        "preview": "{quantity} pack(s) · {tokens} jetons · ${dollars}",
-        "buy_button": "Achetez pour ${dollars}"
+      "sub_title": "AI credits",
+      "page_subtitle": "Suivez l'utilisation de l'assistant IA, la consommation de l'équipe et achetez des packs d'AI credits.",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "Votre utilisation incluse",
+        "subtitle": "AI credits mensuels inclus avec votre forfait.",
+        "resets_on": "Réinitialise {date}"
+      },
+      "purchased": {
+        "title": "Utilisation achetée",
+        "subtitle": "Les AI credits supplémentaires que vous avez achetés sont reportés jusqu'à utilisation.",
+        "lifetime": "{tokens} credits achetés · ${dollars} dépensés",
+        "buy_more": "Acheter plus"
+      },
+      "chart": {
+        "heading": "Utilisation",
+        "subheading": "Consommation quotidienne d'AI credits ce mois-ci.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
+        "total_requests": "Total des demandes",
+        "empty": "Aucune utilisation enregistrée ce mois-ci pour l'instant."
       },
       "leaderboard": {
         "title": "Utilisation de l'équipe",
         "this_month": "Mois en cours",
         "user": "Utilisateur",
         "favorite_model": "Modèle préféré",
-        "tokens": "Jetons",
+        "tokens": "Credits",
         "empty": "Personne dans votre équipe n'a utilisé l'assistant IA ce mois-ci."
       },
-      "chart": {
-        "heading": "Utilisation",
-        "subheading": "Consommation quotidienne de jetons ce mois-ci.",
-        "tokens": "Jetons",
-        "total_tokens": "Total des jetons",
-        "total_requests": "Total des demandes",
-        "empty": "Aucune utilisation enregistrée ce mois-ci pour l'instant."
-      },
-      "purchased": {
-        "title": "Utilisation achetée",
-        "subtitle": "Les jetons supplémentaires que vous avez achetés sont reportés jusqu'à ce qu'ils soient utilisés.",
-        "lifetime": "{tokens} jetons achetés · ${dollars} dépensés",
-        "buy_more": "Achetez plus"
-      },
-      "included": {
-        "title": "Votre utilisation incluse",
-        "subtitle": "Jetons mensuels inclus avec votre forfait.",
-        "resets_on": "Réinitialise {date}"
+      "buy_tokens": {
+        "title": "Acheter plus de credits",
+        "description": "Chaque pack ajoute 5,000,000 credits pour $5 USD. Choisissez le nombre de packs dont vous avez besoin.",
+        "quantity_hint": "packs",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "Acheter pour ${dollars}"
       }
     }
   },
diff --git a/apps/dashboard/src/lib/utils/translations/hi.json b/apps/dashboard/src/lib/utils/translations/hi.json
index 37c57b53..ab135841 100644
--- a/apps/dashboard/src/lib/utils/translations/hi.json
+++ b/apps/dashboard/src/lib/utils/translations/hi.json
@@ -401,8 +401,8 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "टोकन पैक आपके बैलेंस में जोड़ा गया।",
-      "checkout_failed": "चेकआउट प्रारंभ नहीं किया जा सका. कृपया पुन: प्रयास करें।"
+      "purchase_success": "AI credit pack आपके balance में जोड़ा गया।",
+      "checkout_failed": "Checkout शुरू नहीं हो सका। कृपया पुनः प्रयास करें।"
     },
     "public_course": {
       "url_copied": "कोर्स URL कॉपी हो गया",
@@ -2725,9 +2725,9 @@
       "open_billing": "बिलिंग खोलें",
       "error": "बिलिंग खोलते समय एक त्रुटि उत्पन्न हुई",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "एआई सहायक उपयोग",
-      "ai_tokens_used": "इस महीने उपयोग किए गए टोकन",
-      "ai_bonus_credits": "बोनस क्रेडिट उपलब्ध"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "इस महीने उपयोग किए गए AI credits",
+      "ai_bonus_credits": "bonus AI credits उपलब्ध"
     },
     "integrations": {
       "heading": "टेलीग्राम",
@@ -3140,7 +3140,7 @@
       "customize_lms_tab": "एलएमएस को अनुकूलित करें",
       "domains_tab": "डोमेन",
       "teams_tab": "टीमें",
-      "ai_credits_tab": "एआई क्रेडिट",
+      "ai_credits_tab": "AI Credits",
       "ai_tutor_tab": "एआई ट्यूटर"
     },
     "subheadings": {
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "एआई क्रेडिट",
-      "page_subtitle": "एआई सहायक उपयोग, टीम की खपत और टोकन पैक की खरीद को ट्रैक करें।",
-      "cost_note": "क्रेडिट उपयोग को मॉडल लागत के आधार पर भारित किया जाता है। जेमिनी 2.5 फ्लैश और जीपीटी-5.4 मिनी की गणना प्रति टोकन 1 क्रेडिट यूनिट के रूप में की जाती है। क्लाउड सॉनेट 4.6 की गणना 36× प्रति टोकन के रूप में की जाती है, जो इसकी उच्च एपीआई लागत को दर्शाता है।",
-      "buy_tokens": {
-        "title": "अधिक टोकन खरीदें",
-        "description": "प्रत्येक पैक $5 USD के लिए 5,000,000 क्रेडिट जोड़ता है। चुनें कि आपको कितने पैक चाहिए.",
-        "quantity_hint": "पैक",
-        "preview": "{quantity} पैक · {tokens} टोकन · ${dollars}",
-        "buy_button": "${dollars} में खरीदें"
+      "sub_title": "AI credits",
+      "page_subtitle": "AI assistant उपयोग, टीम की खपत और AI credit packs खरीदारी को ट्रैक करें।",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "आपका शामिल उपयोग",
+        "subtitle": "आपकी योजना में मासिक AI credits शामिल हैं।",
+        "resets_on": "{date} को reset होता है"
+      },
+      "purchased": {
+        "title": "खरीदा गया उपयोग",
+        "subtitle": "आपके द्वारा खरीदे गए अतिरिक्त AI credits उपयोग होने तक carry forward रहेंगे।",
+        "lifetime": "{tokens} credits खरीदे गए · ${dollars} खर्च",
+        "buy_more": "और खरीदें"
+      },
+      "chart": {
+        "heading": "उपयोग",
+        "subheading": "इस महीने दैनिक AI credits की खपत।",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
+        "total_requests": "कुल अनुरोध",
+        "empty": "इस महीने अभी तक कोई उपयोग दर्ज नहीं किया गया है।"
       },
       "leaderboard": {
         "title": "टीम का उपयोग",
         "this_month": "चालू माह",
         "user": "उपयोगकर्ता",
-        "favorite_model": "पसंदीदा मॉडल",
-        "tokens": "टोकन",
-        "empty": "इस महीने आपकी टीम में किसी ने भी एआई असिस्टेंट का उपयोग नहीं किया है।"
+        "favorite_model": "पसंदीदा model",
+        "tokens": "Credits",
+        "empty": "इस महीने आपकी टीम में किसी ने भी AI assistant का उपयोग नहीं किया है।"
       },
-      "chart": {
-        "heading": "उपयोग",
-        "subheading": "इस महीने दैनिक टोकन खपत।",
-        "tokens": "टोकन",
-        "total_tokens": "कुल टोकन",
-        "total_requests": "कुल अनुरोध",
-        "empty": "इस महीने अभी तक कोई उपयोग दर्ज नहीं किया गया है।"
-      },
-      "purchased": {
-        "title": "खरीदा गया उपयोग",
-        "subtitle": "आपके द्वारा खरीदे गए अतिरिक्त टोकन उपयोग होने तक रोल ओवर रहेंगे।",
-        "lifetime": "{tokens} टोकन खरीदे गए · ${dollars} खर्च किए गए",
-        "buy_more": "और अधिक खरीदें"
-      },
-      "included": {
-        "title": "आपका सम्मिलित उपयोग",
-        "subtitle": "आपकी योजना में मासिक टोकन शामिल हैं।",
-        "resets_on": "{date} रीसेट करता है"
+      "buy_tokens": {
+        "title": "और credits खरीदें",
+        "description": "प्रत्येक pack $5 USD में 5,000,000 credits जोड़ता है। चुनें कि आपको कितने packs चाहिए।",
+        "quantity_hint": "packs",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "${dollars} में खरीदें"
       }
     }
   },
diff --git a/apps/dashboard/src/lib/utils/translations/pl.json b/apps/dashboard/src/lib/utils/translations/pl.json
index 1e44cf30..e799052f 100644
--- a/apps/dashboard/src/lib/utils/translations/pl.json
+++ b/apps/dashboard/src/lib/utils/translations/pl.json
@@ -401,8 +401,8 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "Pakiet tokenów dodany do Twojego salda.",
-      "checkout_failed": "Nie można rozpocząć realizacji transakcji. Spróbuj ponownie."
+      "purchase_success": "Pakiet AI credits dodany do salda.",
+      "checkout_failed": "Nie udało się rozpocząć płatności. Spróbuj ponownie."
     },
     "public_course": {
       "url_copied": "Skopiowano adres URL kursu",
@@ -2725,9 +2725,9 @@
       "open_billing": "Otwórz rozliczenia",
       "error": "Wystąpił błąd podczas otwierania rozliczeń",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "Użycie Asystenta AI",
-      "ai_tokens_used": "tokeny wykorzystane w tym miesiącu",
-      "ai_bonus_credits": "dostępne kredyty bonusowe"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "AI credits wykorzystane w tym miesiącu",
+      "ai_bonus_credits": "dostępne bonusowe AI credits"
     },
     "integrations": {
       "heading": "Telegram",
@@ -3140,7 +3140,7 @@
       "customize_lms_tab": "Dostosuj LMS-a",
       "domains_tab": "Domeny",
       "teams_tab": "Zespoły",
-      "ai_credits_tab": "Kredyty AI",
+      "ai_credits_tab": "AI Credits",
       "ai_tutor_tab": "Nauczyciel AI"
     },
     "subheadings": {
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "Kredyty AI",
-      "page_subtitle": "Śledź wykorzystanie asystenta AI, wykorzystanie zespołu i kupuj pakiety tokenów.",
-      "cost_note": "Wykorzystanie kredytu jest ważone kosztem modelu. Gemini 2.5 Flash i GPT-5.4 Mini liczą się jako 1 jednostka kredytowa na token. Claude Sonnet 4.6 liczy się jako 36× na token, co odzwierciedla wyższy koszt interfejsu API.",
-      "buy_tokens": {
-        "title": "Kup więcej tokenów",
-        "description": "Każdy pakiet dodaje 5 000 000 kredytów za 5 USD. Wybierz, ile opakowań potrzebujesz.",
-        "quantity_hint": "paczki",
-        "preview": "{quantity} paczek · {tokens} tokenów · ${dollars}",
-        "buy_button": "Kup za ${dollars}"
+      "sub_title": "AI credits",
+      "page_subtitle": "Śledź wykorzystanie asystenta AI, zużycie zespołu i kupuj pakiety AI credits.",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "Twoje uwzględnione wykorzystanie",
+        "subtitle": "Miesięczne AI credits wliczone w Twój plan.",
+        "resets_on": "Resetuje się {date}"
+      },
+      "purchased": {
+        "title": "Zakupione wykorzystanie",
+        "subtitle": "Dodatkowe AI credits, które kupiłeś, przechodzą na kolejny okres do wykorzystania.",
+        "lifetime": "{tokens} credits zakupionych · ${dollars} wydane",
+        "buy_more": "Kup więcej"
+      },
+      "chart": {
+        "heading": "Wykorzystanie",
+        "subheading": "Dzienne zużycie AI credits w tym miesiącu.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
+        "total_requests": "Łączna liczba żądań",
+        "empty": "W tym miesiącu nie zarejestrowano jeszcze żadnego wykorzystania."
       },
       "leaderboard": {
         "title": "Wykorzystanie zespołu",
         "this_month": "Bieżący miesiąc",
         "user": "Użytkownik",
         "favorite_model": "Ulubiony model",
-        "tokens": "Żetony",
-        "empty": "Nikt w Twoim zespole nie korzystał w tym miesiącu z asystenta AI."
+        "tokens": "Credits",
+        "empty": "Nikt w Twoim zespole nie korzystał z asystenta AI w tym miesiącu."
       },
-      "chart": {
-        "heading": "Użycie",
-        "subheading": "Dzienne zużycie tokenów w tym miesiącu.",
-        "tokens": "Żetony",
-        "total_tokens": "Suma tokenów",
-        "total_requests": "Łączna liczba żądań",
-        "empty": "W tym miesiącu nie zarejestrowano jeszcze żadnego użycia."
-      },
-      "purchased": {
-        "title": "Zakupione użycie",
-        "subtitle": "Dodatkowe zakupione żetony przechodzą na inne, dopóki nie zostaną wykorzystane.",
-        "lifetime": "Zakupiono {tokens} tokenów · Wydano ${dollars}",
-        "buy_more": "Kup więcej"
-      },
-      "included": {
-        "title": "Twoje uwzględnione wykorzystanie",
-        "subtitle": "Tokeny miesięczne zawarte w Twoim planie.",
-        "resets_on": "Resetuje {date}"
+      "buy_tokens": {
+        "title": "Kup więcej credits",
+        "description": "Każdy pakiet dodaje 5,000,000 credits za $5 USD. Wybierz, ile pakietów potrzebujesz.",
+        "quantity_hint": "pakiety",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "Kup za ${dollars}"
       }
     }
   },
diff --git a/apps/dashboard/src/lib/utils/translations/pt.json b/apps/dashboard/src/lib/utils/translations/pt.json
index 55d8ea5b..ea4d77ce 100644
--- a/apps/dashboard/src/lib/utils/translations/pt.json
+++ b/apps/dashboard/src/lib/utils/translations/pt.json
@@ -401,8 +401,8 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "Pacote de tokens adicionado ao seu saldo.",
-      "checkout_failed": "Não foi possível iniciar a finalização da compra. Por favor, tente novamente."
+      "purchase_success": "Pacote de AI credits adicionado ao seu saldo.",
+      "checkout_failed": "Não foi possível iniciar o checkout. Tente novamente."
     },
     "public_course": {
       "url_copied": "URL do curso copiada",
@@ -2725,9 +2725,9 @@
       "open_billing": "Faturamento aberto",
       "error": "Ocorreu um erro ao abrir o faturamento",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "Uso do assistente de IA",
-      "ai_tokens_used": "tokens usados este mês",
-      "ai_bonus_credits": "créditos de bônus disponíveis"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "AI credits usados este mês",
+      "ai_bonus_credits": "AI credits bônus disponíveis"
     },
     "integrations": {
       "heading": "Telegrama",
@@ -3140,7 +3140,7 @@
       "customize_lms_tab": "Personalizar LMS",
       "domains_tab": "Domínios",
       "teams_tab": "Equipes",
-      "ai_credits_tab": "Créditos de IA",
+      "ai_credits_tab": "AI Credits",
       "ai_tutor_tab": "Tutor de IA"
     },
     "subheadings": {
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "Créditos de IA",
-      "page_subtitle": "Rastreie o uso do assistente de IA, o consumo da equipe e compre pacotes de tokens.",
-      "cost_note": "O uso do crédito é ponderado pelo custo do modelo. Gemini 2.5 Flash e GPT-5.4 Mini contam como 1 unidade de crédito por token. Claude Sonnet 4.6 conta como 36× por token, refletindo seu custo mais alto de API.",
-      "buy_tokens": {
-        "title": "Compre mais fichas",
-        "description": "Cada pacote adiciona 5.000.000 de créditos por US$ 5. Escolha quantos pacotes você precisa.",
-        "quantity_hint": "pacotes",
-        "preview": "{quantity} pacote(s) · {tokens} tokens · ${dollars}",
-        "buy_button": "Compre por ${dollars}"
+      "sub_title": "AI credits",
+      "page_subtitle": "Acompanhe o uso do assistente de IA, o consumo da equipe e compre pacotes de AI credits.",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "Seu uso incluído",
+        "subtitle": "AI credits mensais incluídos no seu plano.",
+        "resets_on": "Reinicia em {date}"
+      },
+      "purchased": {
+        "title": "Uso comprado",
+        "subtitle": "AI credits extras que você comprou acumulam até serem usados.",
+        "lifetime": "{tokens} credits comprados · ${dollars} gastos",
+        "buy_more": "Comprar mais"
+      },
+      "chart": {
+        "heading": "Uso",
+        "subheading": "Consumo diário de AI credits neste mês.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
+        "total_requests": "Total de solicitações",
+        "empty": "Nenhum uso registrado neste mês ainda."
       },
       "leaderboard": {
         "title": "Uso da equipe",
         "this_month": "Mês atual",
         "user": "Usuário",
         "favorite_model": "Modelo favorito",
-        "tokens": "Fichas",
+        "tokens": "Credits",
         "empty": "Ninguém na sua equipe usou o assistente de IA este mês."
       },
-      "chart": {
-        "heading": "Uso",
-        "subheading": "Consumo diário de tokens este mês.",
-        "tokens": "Fichas",
-        "total_tokens": "Totais de fichas",
-        "total_requests": "Total de solicitações",
-        "empty": "Nenhum uso registrado neste mês ainda."
-      },
-      "purchased": {
-        "title": "Uso adquirido",
-        "subtitle": "Tokens extras que você comprou acumulam até serem usados.",
-        "lifetime": "{tokens} tokens comprados · ${dollars} gastos",
-        "buy_more": "Compre mais"
-      },
-      "included": {
-        "title": "Seu uso incluído",
-        "subtitle": "Tokens mensais incluídos no seu plano.",
-        "resets_on": "Reinicializações em {date}"
+      "buy_tokens": {
+        "title": "Comprar mais credits",
+        "description": "Cada pacote adiciona 5,000,000 credits por $5 USD. Escolha quantos pacotes você precisa.",
+        "quantity_hint": "pacotes",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "Comprar por ${dollars}"
       }
     }
   },
diff --git a/apps/dashboard/src/lib/utils/translations/ru.json b/apps/dashboard/src/lib/utils/translations/ru.json
index 311164bd..8f7e5684 100644
--- a/apps/dashboard/src/lib/utils/translations/ru.json
+++ b/apps/dashboard/src/lib/utils/translations/ru.json
@@ -401,8 +401,8 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "Пакет токенов добавлен на ваш баланс.",
-      "checkout_failed": "Не удалось начать оформление заказа. Пожалуйста, попробуйте еще раз."
+      "purchase_success": "Пакет AI credits добавлен на баланс.",
+      "checkout_failed": "Не удалось начать оплату. Попробуйте снова."
     },
     "public_course": {
       "url_copied": "URL курса скопирован",
@@ -2725,9 +2725,9 @@
       "open_billing": "Открыть биллинг",
       "error": "Произошла ошибка при открытии счета.",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "Использование AI-помощника",
-      "ai_tokens_used": "жетоны, использованные в этом месяце",
-      "ai_bonus_credits": "доступны бонусные кредиты"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "AI credits использовано в этом месяце",
+      "ai_bonus_credits": "доступны bonus AI credits"
     },
     "integrations": {
       "heading": "Телеграмма",
@@ -3140,7 +3140,7 @@
       "customize_lms_tab": "Настроить систему управления обучением",
       "domains_tab": "Домены",
       "teams_tab": "Команды",
-      "ai_credits_tab": "Кредиты ИИ",
+      "ai_credits_tab": "AI Credits",
       "ai_tutor_tab": "Репетитор по искусственному интеллекту"
     },
     "subheadings": {
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "кредиты ИИ",
-      "page_subtitle": "Отслеживайте использование ИИ-помощника, потребление командой и покупайте пакеты токенов.",
-      "cost_note": "Использование кредита взвешивается по стоимости модели. Gemini 2.5 Flash и GPT-5.4 Mini считаются за 1 кредитную единицу за токен. Claude Sonnet 4.6 считается 36× на токен, что отражает более высокую стоимость API.",
-      "buy_tokens": {
-        "title": "Купить больше жетонов",
-        "description": "Каждый пакет добавляет 5 000 000 кредитов за 5 долларов США. Выберите, сколько упаковок вам нужно.",
-        "quantity_hint": "пакеты",
-        "preview": "Пакет(ы) {quantity} · жетоны {tokens} · ${dollars}",
-        "buy_button": "Купить за ${dollars}"
+      "sub_title": "AI credits",
+      "page_subtitle": "Отслеживайте использование AI-ассистента, расход команды и покупайте пакеты AI credits.",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "Включённое использование",
+        "subtitle": "Ежемесячные AI credits включены в ваш план.",
+        "resets_on": "Сброс {date}"
       },
-      "leaderboard": {
-        "title": "Использование команды",
-        "this_month": "Текущий месяц",
-        "user": "Пользователь",
-        "favorite_model": "Любимая модель",
-        "tokens": "Токены",
-        "empty": "Никто из вашей команды в этом месяце не пользовался ИИ-помощником."
+      "purchased": {
+        "title": "Купленное использование",
+        "subtitle": "Дополнительные AI credits переносятся до использования.",
+        "lifetime": "{tokens} credits куплено · ${dollars} потрачено",
+        "buy_more": "Купить ещё"
       },
       "chart": {
         "heading": "Использование",
-        "subheading": "Ежедневное потребление токенов в этом месяце.",
-        "tokens": "Токены",
-        "total_tokens": "Всего токенов",
+        "subheading": "Ежедневное потребление AI credits в этом месяце.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
         "total_requests": "Всего запросов",
-        "empty": "В этом месяце использования еще не зафиксировано."
+        "empty": "В этом месяце использование пока не зафиксировано."
       },
-      "purchased": {
-        "title": "Приобретенное использование",
-        "subtitle": "Дополнительные жетоны, которые вы купили, переносятся до тех пор, пока не будут использованы.",
-        "lifetime": "Токенов: {tokens} куплено · потрачено ${dollars}",
-        "buy_more": "Купить больше"
+      "leaderboard": {
+        "title": "Использование командой",
+        "this_month": "Текущий месяц",
+        "user": "Пользователь",
+        "favorite_model": "Любимая model",
+        "tokens": "Credits",
+        "empty": "Никто в вашей команде не использовал AI-ассистента в этом месяце."
       },
-      "included": {
-        "title": "Ваше включенное использование",
-        "subtitle": "Ежемесячные токены включены в ваш план.",
-        "resets_on": "Сбрасывает {date}"
+      "buy_tokens": {
+        "title": "Купить больше credits",
+        "description": "Каждый пакет добавляет 5,000,000 credits за $5 USD. Выберите, сколько пакетов вам нужно.",
+        "quantity_hint": "пакеты",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "Купить за ${dollars}"
       }
     }
   },
diff --git a/apps/dashboard/src/lib/utils/translations/vi.json b/apps/dashboard/src/lib/utils/translations/vi.json
index 55a1e6e0..664412e8 100644
--- a/apps/dashboard/src/lib/utils/translations/vi.json
+++ b/apps/dashboard/src/lib/utils/translations/vi.json
@@ -401,7 +401,7 @@
       }
     },
     "ai_credits": {
-      "purchase_success": "Gói mã thông báo được thêm vào số dư của bạn.",
+      "purchase_success": "Gói AI credits đã được thêm vào số dư của bạn.",
       "checkout_failed": "Không thể bắt đầu thanh toán. Vui lòng thử lại."
     },
     "public_course": {
@@ -2725,9 +2725,9 @@
       "open_billing": "Thanh toán mở",
       "error": "Đã xảy ra lỗi khi mở thanh toán",
       "page_subtitle": "Your plan, billing portal, and how you pay for ClassroomIO.",
-      "ai_credits": "Cách sử dụng trợ lý AI",
-      "ai_tokens_used": "mã thông báo được sử dụng trong tháng này",
-      "ai_bonus_credits": "tín dụng thưởng có sẵn"
+      "ai_credits": "AI credits",
+      "ai_tokens_used": "AI credits đã dùng trong tháng này",
+      "ai_bonus_credits": "AI credits thưởng có sẵn"
     },
     "integrations": {
       "heading": "điện tín",
@@ -3140,7 +3140,7 @@
       "customize_lms_tab": "Tùy chỉnh LMS",
       "domains_tab": "Tên miền",
       "teams_tab": "Đội",
-      "ai_credits_tab": "Tín dụng AI",
+      "ai_credits_tab": "AI Credits",
       "ai_tutor_tab": "Gia sư AI"
     },
     "subheadings": {
@@ -3274,42 +3274,42 @@
       "page_subtitle": "Invite teammates and control who helps run this organization."
     },
     "ai_credits": {
-      "sub_title": "tín dụng AI",
-      "page_subtitle": "Theo dõi việc sử dụng trợ lý AI, mức tiêu thụ của nhóm và mua gói mã thông báo.",
-      "cost_note": "Việc sử dụng tín dụng được tính theo chi phí mô hình. Gemini 2.5 Flash và GPT-5.4 Mini được tính là 1 đơn vị tín dụng cho mỗi mã thông báo. Claude Sonnet 4.6 được tính là 36× mỗi mã thông báo, phản ánh chi phí API cao hơn.",
-      "buy_tokens": {
-        "title": "Mua thêm token",
-        "description": "Mỗi gói bổ sung thêm 5.000.000 tín dụng với giá 5 USD. Chọn số lượng gói bạn cần.",
-        "quantity_hint": "gói",
-        "preview": "{quantity} gói · {tokens} token · ${dollars}",
-        "buy_button": "Mua với giá ${dollars}"
-      },
-      "leaderboard": {
-        "title": "Cách sử dụng nhóm",
-        "this_month": "Tháng hiện tại",
-        "user": "người dùng",
-        "favorite_model": "Người mẫu yêu thích",
-        "tokens": "Mã thông báo",
-        "empty": "Không ai trong nhóm của bạn sử dụng trợ lý AI trong tháng này."
-      },
-      "chart": {
-        "heading": "Cách sử dụng",
-        "subheading": "Mức tiêu thụ token hàng ngày trong tháng này.",
-        "tokens": "Mã thông báo",
-        "total_tokens": "Tổng số token",
-        "total_requests": "Tổng số yêu cầu",
-        "empty": "Chưa có mức sử dụng nào được ghi lại trong tháng này."
+      "sub_title": "AI credits",
+      "page_subtitle": "Theo dõi việc sử dụng trợ lý AI, mức tiêu thụ của nhóm và mua các gói AI credits.",
+      "cost_note": "Credit usage is weighted by model cost. Gemini 3.1 Flash Lite counts as 1 credit unit per token. GPT-5.4 Mini and Kimi K2.6 count as 4× per token. Claude Sonnet 4.6 counts as 11× per token, reflecting its higher API cost.",
+      "included": {
+        "title": "Mức sử dụng được bao gồm",
+        "subtitle": "AI credits hàng tháng có trong gói của bạn.",
+        "resets_on": "Đặt lại {date}"
       },
       "purchased": {
-        "title": "Mức sử dụng đã mua",
-        "subtitle": "Các token bổ sung bạn đã mua sẽ được sử dụng tiếp cho đến khi sử dụng.",
-        "lifetime": "Đã mua {tokens} token · chi tiêu ${dollars}",
+        "title": "Sử dụng đã mua",
+        "subtitle": "AI credits bổ sung bạn mua sẽ được chuyển sang cho đến khi sử dụng.",
+        "lifetime": "{tokens} credits đã mua · ${dollars} đã chi",
         "buy_more": "Mua thêm"
       },
-      "included": {
-        "title": "Mức sử dụng đi kèm của bạn",
-        "subtitle": "Mã thông báo hàng tháng đi kèm với gói của bạn.",
-        "resets_on": "Đặt lại {date}"
+      "chart": {
+        "heading": "Sử dụng",
+        "subheading": "Mức tiêu thụ AI credits hàng ngày trong tháng này.",
+        "tokens": "Credits",
+        "total_tokens": "Total credits",
+        "total_requests": "Tổng số yêu cầu",
+        "empty": "Chưa ghi nhận mức sử dụng nào trong tháng này."
+      },
+      "leaderboard": {
+        "title": "Sử dụng của nhóm",
+        "this_month": "Tháng hiện tại",
+        "user": "Người dùng",
+        "favorite_model": "Model yêu thích",
+        "tokens": "Credits",
+        "empty": "Không ai trong nhóm của bạn đã sử dụng trợ lý AI trong tháng này."
+      },
+      "buy_tokens": {
+        "title": "Mua thêm credits",
+        "description": "Mỗi gói bổ sung thêm 5,000,000 credits với giá $5 USD. Chọn số lượng gói bạn cần.",
+        "quantity_hint": "gói",
+        "preview": "{quantity} pack(s) · {tokens} credits · ${dollars}",
+        "buy_button": "Mua với ${dollars}"
       }
     }
   },