jina-ai · ZiniuYu · Mar 26, 2023 · Mar 22, 2023 · Mar 22, 2023 · Mar 22, 2023
diff --git a/.github/README-img/banner.svg b/.github/README-img/banner.svg
diff --git a/README.md b/README.md
@@ -1,14 +1,16 @@
+<!-- start inference-banner -->
 <p align="center">
-<br>
-<br>
-<br>
-<img src="https://github.com/jina-ai/clip-as-service/blob/main/docs/_static/logo-light.svg?raw=true" alt="CLIP-as-service logo: The data structure for unstructured data" width="200px">
-<br>
-<br>
-<br>
-<b>Embed images and sentences into fixed-length vectors with CLIP</b>
+<a href="https://cloud.jina.ai/user/inference">
+  <img src="https://github.com/jina-ai/clip-as-service/blob/df4fbe1490beb2644dca452c0b440d1147fff1b7/.github/README-img/banner.svg?raw=true" width="100%">
+</a>
+<!-- end inference-banner -->
+
+<p align="center">
+<a href="https://clip-as-service.jina.ai"><img src="https://github.com/jina-ai/clip-as-service/blob/main/docs/_static/logo-light.svg?raw=true" alt="CLIP-as-service logo: The data structure for unstructured data" width="200px"></a>
+<br><br><br>
 </p>
 
+
 <p align=center>
 <a href="https://pypi.org/project/clip_server/"><img alt="PyPI" src="https://img.shields.io/pypi/v/clip_server?label=Release&style=flat-square"></a>
 <a href="https://slack.jina.ai"><img src="https://img.shields.io/badge/Slack-3.1k-blueviolet?logo=slack&amp;logoColor=white&style=flat-square"></a>
@@ -37,8 +39,8 @@ CLIP-as-service is a low-latency high-scalability service for embedding images a
 ## Try it!
 
 An always-online server `api.clip.jina.ai` loaded with `ViT-L-14-336::openai` is there for you to play & test.
-Before you start, make sure you have obtained an access token from our [console website](https://console.clip.jina.ai/get_started), 
-or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat).
+Before you start, make sure you have obtained a personal access token from the [Jina AI Cloud](https://cloud.jina.ai/settings/tokens), 
+or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat):
 
 ```bash 
 jina auth token create <name of PAT> -e <expiration days>
@@ -750,11 +752,7 @@ Intrigued? That's only scratching the surface of what CLIP-as-service is capable
 ## Support
 
 - Join our [Slack community](https://slack.jina.ai) and chat with other community members about ideas.
-- Join our [Engineering All Hands](https://youtube.com/playlist?list=PL3UBBWOUVhFYRUa_gpYYKBqEAkO4sxmne) meet-up to discuss your use case and learn Jina's new features.
-    - **When?** The second Tuesday of every month
-    - **Where?**
-      Zoom ([see our public events calendar](https://calendar.google.com/calendar/embed?src=c_1t5ogfp2d45v8fit981j08mcm4%40group.calendar.google.com&ctz=Europe%2FBerlin)/[.ical](https://calendar.google.com/calendar/ical/c_1t5ogfp2d45v8fit981j08mcm4%40group.calendar.google.com/public/basic.ics))
-      and [live stream on YouTube](https://youtube.com/c/jina-ai)
+- Watch our [Engineering All Hands](https://youtube.com/playlist?list=PL3UBBWOUVhFYRUa_gpYYKBqEAkO4sxmne) to learn Jina's new features and stay up-to-date with the latest AI techniques.
 - Subscribe to the latest video tutorials on our [YouTube channel](https://youtube.com/c/jina-ai)
 
 ## Join Us

diff --git a/docs/hosting/by-jina.md b/docs/hosting/by-jina.md
@@ -1,14 +1,21 @@
 # Hosted by Jina AI
 
+```{include} ../../README.md
+:start-after: <!-- start inference-banner -->
+:end-before: <!-- end inference-banner -->
+```
+
 Just like any other machine learning models, CLIP models have better performance when running on GPU. However, it is not always possible to have a GPU machine at hand, and it could be costly to configure a GPU machine. To make CLIP models more accessible, we provide a hosted service for CLIP models. You can send requests to our hosted service and get the embedding results back. 
 
 An always-online server `api.clip.jina.ai` loaded with `ViT-L-14-336::openai` is there for you to play or develop your CLIP applications. The server is available for **encoding** and **ranking** tasks.
 
-`ViT-L-14-336::openai` was released in April 2022 and this is the best model within all models offered by [OpenAI](https://github.com/openai/CLIP/blob/main/clip/clip.py#L30) and also the best model when we developed this free service.
+`ViT-L-14-336::openai` was released in April 2022 and this is the best model within all models offered by [OpenAI](https://github.com/openai/CLIP/blob/main/clip/clip.py#L30) and also the best model when we developed this service.
 
-However, the "best model" is not always the best choice for your application. You may want to use a smaller model for faster response time, or a larger model for better accuracy. We provide the Inference API for you to customize your models, and this feature is currently in beta.
+However, the "best model" is not always the best choice for your application. You may want to use a smaller model for faster response time, or a larger model for better accuracy. 
+With the [Inference](https://cloud.jina.ai/user/inference) in [Jina AI Cloud](https://cloud.jina.ai/), you have the flexibility to choose the model that best suits your specific needs. 
 
-Before you start, make sure you have obtained an access token from our [console website](https://console.clip.jina.ai/get_started), or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat)
+Before you start, make sure you have obtained a personal access token from the [Jina AI Cloud](https://cloud.jina.ai/settings/tokens), 
+or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat):
 
 ```bash
 jina auth token create <name of PAT> -e <expiration days>

diff --git a/docs/index.md b/docs/index.md
@@ -1,5 +1,10 @@
 # Welcome to CLIP-as-service!
 
+```{include} ../README.md
+:start-after: <!-- start inference-banner -->
+:end-before: <!-- end inference-banner -->
+```
+
 ```{include} ../README.md
 :start-after: <!-- start elevator-pitch -->
 :end-before: <!-- end elevator-pitch -->
@@ -8,8 +13,8 @@
 ## Try it!
 
 An always-online server `api.clip.jina.ai` loaded with `ViT-L-14-336::openai` is there for you to play & test.
-Before you start, make sure you have created an access token from our [console website](https://console.clip.jina.ai/get_started), 
-or via CLI as described in [this guide](https://github.com/jina-ai/jina-hubble-sdk#create-a-new-pat).
+Before you start, make sure you have obtained a personal access token from the [Jina AI Cloud](https://cloud.jina.ai/settings/tokens), 
+or via CLI as described in [this guide](https://docs.jina.ai/jina-ai-cloud/login/#create-a-new-pat):
 
 ```bash 
 jina auth token create <name of PAT> -e <expiration days>