diff --git a/docs/tutorial/providers/anthropic.md b/docs/tutorial/providers/anthropic.md
index 2ecbd2d..2a0462b 100644
--- a/docs/tutorial/providers/anthropic.md
+++ b/docs/tutorial/providers/anthropic.md
@@ -1,6 +1,6 @@
 # Anthropic
 
-This guide is focuses on the integration of :seedling: **EcoLogits** with the [Anthropic official python client :octicons-link-external-16:](https://github.com/anthropics/anthropic-sdk-python).
+This guide focuses on the integration of :seedling: **EcoLogits** with the [Anthropic official python client :octicons-link-external-16:](https://github.com/anthropics/anthropic-sdk-python).
 
 Official links:
 
diff --git a/docs/tutorial/providers/cohere.md b/docs/tutorial/providers/cohere.md
index c0eed32..2b3ad4b 100644
--- a/docs/tutorial/providers/cohere.md
+++ b/docs/tutorial/providers/cohere.md
@@ -1,6 +1,6 @@
 # Cohere
 
-This guide is focuses on the integration of :seedling: **EcoLogits** with the [Cohere official python client :octicons-link-external-16:](https://github.com/cohere-ai/cohere-python).
+This guide focuses on the integration of :seedling: **EcoLogits** with the [Cohere official python client :octicons-link-external-16:](https://github.com/cohere-ai/cohere-python).
 
 Official links:
 
diff --git a/docs/tutorial/providers/google.md b/docs/tutorial/providers/google.md
index 5b7cb50..65b1e34 100644
--- a/docs/tutorial/providers/google.md
+++ b/docs/tutorial/providers/google.md
@@ -1,6 +1,6 @@
 # Google Gemini
 
-This guide is focuses on the integration of :seedling: **EcoLogits** with the [Google Gemini official python client :octicons-link-external-16:](https://github.com/google-gemini/generative-ai-python).
+This guide focuses on the integration of :seedling: **EcoLogits** with the [Google Gemini official python client :octicons-link-external-16:](https://github.com/google-gemini/generative-ai-python).
 
 Official links:
 
diff --git a/docs/tutorial/providers/huggingface_hub.md b/docs/tutorial/providers/huggingface_hub.md
index eccf7ce..84a486e 100644
--- a/docs/tutorial/providers/huggingface_hub.md
+++ b/docs/tutorial/providers/huggingface_hub.md
@@ -1,6 +1,6 @@
 # Hugging Face Hub
 
-This guide is focuses on the integration of :seedling: **EcoLogits** with the [Hugging Face Hub official python client :octicons-link-external-16:](https://github.com/huggingface/huggingface_hub).
+This guide focuses on the integration of :seedling: **EcoLogits** with the [Hugging Face Hub official python client :octicons-link-external-16:](https://github.com/huggingface/huggingface_hub).
 
 Official links:
 
diff --git a/docs/tutorial/providers/mistralai.md b/docs/tutorial/providers/mistralai.md
index 15e26a9..0081d2e 100644
--- a/docs/tutorial/providers/mistralai.md
+++ b/docs/tutorial/providers/mistralai.md
@@ -1,6 +1,6 @@
 # Mistral AI
 
-This guide is focuses on the integration of :seedling: **EcoLogits** with the [Mistral AI official python client :octicons-link-external-16:](https://github.com/mistralai/client-python).
+This guide focuses on the integration of :seedling: **EcoLogits** with the [Mistral AI official python client :octicons-link-external-16:](https://github.com/mistralai/client-python).
 
 Official links:
 
diff --git a/docs/tutorial/providers/openai.md b/docs/tutorial/providers/openai.md
index fd64800..45dda2e 100644
--- a/docs/tutorial/providers/openai.md
+++ b/docs/tutorial/providers/openai.md
@@ -1,6 +1,6 @@
 # OpenAI
 
-This guide is focuses on the integration of :seedling: **EcoLogits** with the [OpenAI official python client :octicons-link-external-16:](https://github.com/openai/openai-python).
+This guide focuses on the integration of :seedling: **EcoLogits** with the [OpenAI official python client :octicons-link-external-16:](https://github.com/openai/openai-python).
 
 Official links: