Apply suggestions from code review

Author: RoRoJ

pages/generative-apis/how-to/query-audio-models.mdx

@@ -1,13 +1,12 @@
 ---
 title: How to query audio models
 description: Learn how to interact with powerful audio models using Scaleway's Generative APIs service.
-tags: generative-apis ai-data audio-models voxtral audio-model
+tags: generative-apis ai-data audio-models voxtral
 dates:
   validation: 2025-09-22
   posted: 2025-09-22
 ---
 import Requirements from '@macros/iam/requirements.mdx'
-import ChatCompVsResponsesApi from '@macros/ai/chat-comp-vs-responses-api.mdx'
 
 Scaleway's Generative APIs service allows users to interact with powerful audio models hosted on the platform.
 
@@ -39,7 +38,7 @@ The web playground displays.
 4. Click **View code** to get code snippets configured according to your settings in the playground.
 
 <Message type="tip">
-You can also use the upload button to send supported audio file formats, such as MP3, to the model for transcription purposes.
+You can also use the upload button to send supported audio file formats, such as MP3, to audio models for transcription purposes.
 </Message> 
 
 ## Querying audio models via API
@@ -163,7 +162,6 @@ response = client.chat.completions.create(
 )
 
 print(response.choices[0].message.content)
-
 ```
 
 Various parameters such as `temperature` and `max_tokens` control the output. See the [dedicated API documentation](https://www.scaleway.com/en/developers/api/generative-apis/#path-chat-completions-create-a-chat-completion) for a full list of all available parameters.

pages/managed-inference/reference-content/model-catalog.mdx

@@ -170,7 +170,7 @@ allenai/molmo-72b-0924:fp8
 
 ### Voxtral-small-24b-2507
 Voxtral-small-24b-2507 is a model developed by Mistral to perform text processing and audio analysis on many languages.
-This model was optimized to enable transcription in many languages while keeping conversational capabilities (translations, classification...)
+This model was optimized to enable transcription in many languages while keeping conversational capabilities (translations, classification, etc.)
 
 | Attribute | Value |
 |-----------|-------|
@@ -186,8 +186,8 @@ mistral/voxtral-small-24b-2507:fp8
 ```
 
 - Mono and stereo audio formats are supported. For stereo formats, both left and right channels are merged before being processed.
-- Audio files are processed by 30 seconds chunks:
-  - If audio sent is less than 30 seconds, the rest of a chunk will be considered silent. 
+- Audio files are processed in 30 seconds chunks:
+  - If audio sent is less than 30 seconds, the rest of the chunk will be considered silent. 
   - 80ms is equal to 1 input token
 
 ## Text models