diff --git a/docs/remote_inference_blueprints/cohere_connector_embedding_blueprint.md b/docs/remote_inference_blueprints/cohere_connector_embedding_blueprint.md
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+### Cohere connector blueprint example for embedding:
+
+#### this blueprint is created from Cohere doc: https://docs.cohere.com/reference/embed
+
+```json
+POST /_plugins/_ml/connectors/_create
+{
+  "name": "<YOUR MODEL NAME>",
+  "description": "<YOUR MODEL DESCRIPTION>",
+  "version": "<YOUR MODEL VERSION>",
+  "protocol": "http",
+  "credential": {
+    "cohere_key": "<PLEASE ADD YOUR Cohere API KEY HERE>"
+  },
+  "actions": [
+    {
+      "action_type": "predict",
+      "method": "POST",
+      "url": "https://api.cohere.ai/v1/embed",
+      "headers": {
+        "Authorization": "Bearer ${credential.cohere_key}"
+      },
+      "request_body": "{ \"texts\": ${parameters.prompt}, \"truncate\": \"END\" }"
+    }
+  ]
+}
+```
+#### Sample response
+```json
+{
+  "connector_id": "XU5UiokBpXT9icfOM0vt"
+}
+```
+
+
+### Corresponding Predict request example:
+
+```json
+POST /_plugins/_ml/models/<ENTER MODEL ID HERE>/_predict
+{
+  "parameters": {
+    "prompt": ["Say this is a test"]
+  }
+}
+```
+
+#### Sample response
+```json
+{
+  "inference_results": [
+    {
+      "output": [
+        {
+          "name": "response",
+          "dataAsMap": {
+            "id": "39097276-d926-4ca1-92e6-d54a3c969d42",
+            "texts": [
+              "Say this is a test"
+            ],
+            "embeddings": [
+              [
+                -0.76953125,
+                -0.12731934,
+                -0.52246094,
+                -1.2714844,
+                ........
+                ........
+              ]
+            ],
+            "meta": {
+              "api_version": {
+                "version": "1"
+              }
+            }
+          }
+        }
+      ]
+    }
+  ]
+}
+```
diff --git a/docs/remote_inference_blueprints/cohere_connector_rerank_blueprint.md b/docs/remote_inference_blueprints/cohere_connector_rerank_blueprint.md
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+### Cohere connector blueprint example for rerank:
+
+#### this blueprint is created from Cohere doc: https://docs.cohere.com/reference/rerank-1
+
+```json
+POST /_plugins/_ml/connectors/_create
+{
+  "name": "<YOUR MODEL NAME>",
+  "description": "<YOUR MODEL DESCRIPTION>",
+  "version": "<YOUR MODEL VERSION>",
+  "protocol": "http",
+  "parameters": {
+    "endpoint": "api.cohere.ai",
+    "model": "rerank-english-v2.0",
+    "top_n": 3,
+    "return_documents": true
+  },
+  "credential": {
+    "api_key": "<PLEASE ADD YOUR Cohere API KEY HERE>"
+  },
+  "actions": [
+    {
+      "action_type": "predict",
+      "method": "POST",
+      "url": "https://${parameters.endpoint}/v1/rerank",
+      "headers": {
+        "Authorization": "Bearer ${credential.api_key}"
+      },
+      "request_body": "{ \"model\": \"${parameters.model}\", \"query\" : \"${parameters.query}\", \"documents\" : ${parameters.documents}, \"top_n\" : ${parameters.top_n}, \"return_documents\" : ${parameters.return_documents} }"
+    }
+  ]
+}
+```
+#### Sample response
+```json
+{
+  "connector_id": "XU5UiokBpXT9icfOM0vt"
+}
+```
+
+
+### Corresponding Predict request example:
+
+```json
+POST /_plugins/_ml/models/<ENTER MODEL ID HERE>/_predict
+{
+  "parameters": {
+    "query": "What is the capital of the United States?",
+    "documents": [
+      "Carson City is the capital city of the American state of Nevada.",
+      "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean. Its capital is Saipan.",
+      "Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district.",
+      "Capital punishment (the death penalty) has existed in the United States since beforethe United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states."
+    ]
+  }
+}
+```
+
+#### Sample response
+```json
+{
+  "inference_results": [
+    {
+      "output": [
+        {
+          "name": "response",
+          "dataAsMap": {
+            "id": "c536e12e-c7fe-414c-9a00-d1c5c6757b34",
+            "results": [
+              {
+                "document": {
+                  "text": "Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district."
+                },
+                "index": 2,
+                "relevance_score": 0.98005307
+              },
+              {
+                "document": {
+                  "text": "Capital punishment (the death penalty) has existed in the United States since beforethe United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states."
+                },
+                "index": 3,
+                "relevance_score": 0.27904198
+              },
+              {
+                "document": {
+                  "text": "Carson City is the capital city of the American state of Nevada."
+                },
+                "index": 0,
+                "relevance_score": 0.10194652
+              }
+            ],
+            "meta": {
+              "api_version": {
+                "version": "1"
+              }
+            }
+          }
+        }
+      ]
+    }
+  ]
+}
+```
diff --git a/docs/remote_inference_blueprints/open_ai_connector_chat_blueprint.md b/docs/remote_inference_blueprints/open_ai_connector_chat_blueprint.md
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+### OpenAI connector blueprint example for chat:
+
+#### this blueprint is created from OpenAI doc: https://platform.openai.com/docs/api-reference/chat
+```json
+POST /_plugins/_ml/connectors/_create
+{
+  "name": "<YOUR MODEL NAME>",
+  "description": "<YOUR MODEL DESCRIPTION>",
+  "version": "<YOUR MODEL VERSION>",
+  "protocol": "http",
+  "parameters": {
+    "endpoint": "api.openai.com",
+    "model": "gpt-3.5-turbo"
+  },
+  "credential": {
+    "openAI_key": "<PLEASE ADD YOUR OPENAI API KEY HERE>"
+  },
+  "actions": [
+    {
+      "action_type": "predict",
+      "method": "POST",
+      "url": "https://${parameters.endpoint}/v1/chat/completions",
+      "headers": {
+        "Authorization": "Bearer ${credential.openAI_key}"
+      },
+      "request_body": "{ \"model\": \"${parameters.model}\", \"messages\": ${parameters.messages} }"
+    }
+  ]
+}
+```
+
+#### Sample response
+```json
+{
+  "connector_id": "XU5UiokBpXT9icfOM0vt"
+}
+```
+
+### Corresponding Predict request example:
+
+```json
+POST /_plugins/_ml/models/<ENTER MODEL ID HERE>/_predict
+{
+  "parameters": {
+    "messages": [
+      {
+        "role": "system",
+        "content": "You are a helpful assistant."
+      },
+      {
+        "role": "user",
+        "content": "Hello!"
+      }
+    ]
+  }
+}
+```
+
+#### Sample response
+```json
+{
+  "inference_results": [
+    {
+      "output": [
+        {
+          "name": "response",
+          "dataAsMap": {
+            "id": "chatcmpl-7g0QJH6nuFW94l8tDkJzxm0ntaPNd",
+            "object": "chat.completion",
+            "created": 1690245759,
+            "model": "gpt-3.5-turbo-0613",
+            "choices": [
+              {
+                "index": 0,
+                "message": {
+                  "role": "assistant",
+                  "content": "Hello! How can I assist you today?"
+                },
+                "finish_reason": "stop"
+              }
+            ],
+            "usage": {
+              "prompt_tokens": 19,
+              "completion_tokens": 9,
+              "total_tokens": 28
+            }
+          }
+        }
+      ]
+    }
+  ]
+}
+```
diff --git a/docs/remote_inference_blueprints/open_ai_connector_completion_blueprint.md b/docs/remote_inference_blueprints/open_ai_connector_completion_blueprint.md
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index 0000000000..6f3886fceb
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@@ -0,0 +1,86 @@
+### OpenAI connector blueprint example for completion:
+
+#### this blueprint is created from OpenAI doc: https://platform.openai.com/docs/api-reference/completions
+
+```json
+POST /_plugins/_ml/connectors/_create
+{
+    "name": "<YOUR MODEL NAME>",
+    "description": "<YOUR MODEL DESCRIPTION>",
+    "version": "<YOUR MODEL VERSION>",
+    "protocol": "http",
+    "parameters": {
+        "endpoint": "api.openai.com",
+        "max_tokens": 7,
+        "temperature": 0,
+        "model": "text-davinci-003"
+    },
+    "credential": {
+        "openAI_key": "<PLEASE ADD YOUR OPENAI API KEY HERE>"
+    },
+    "actions": [
+        {
+            "action_type": "predict",
+            "method": "POST",
+            "url": "https://${parameters.endpoint}/v1/completions",
+            "headers": {
+                "Authorization": "Bearer ${credential.openAI_key}"
+            },
+            "request_body": "{ \"model\": \"${parameters.model}\", \"prompt\": \"${parameters.prompt}\", \"max_tokens\": ${parameters.max_tokens}, \"temperature\": ${parameters.temperature} }"
+        }
+    ]
+}
+```
+
+#### Sample response
+```json
+{
+  "connector_id": "XU5UiokBpXT9icfOM0vt"
+}
+```
+
+### Corresponding Predict request example:
+
+```json
+POST /_plugins/_ml/models/<ENTER MODEL ID HERE>/_predict
+{
+  "parameters": {
+    "prompt": ["Say this is a test"]
+  }
+}
+```
+
+#### Sample response
+```json
+{
+  "inference_results": [
+    {
+      "output": [
+        {
+          "name": "response",
+          "dataAsMap": {
+            "id": "cmpl-7g0NPOJd8IvXTdhecdlR0VGfrLMWE",
+            "object": "text_completion",
+            "created": 1690245579,
+            "model": "text-davinci-003",
+            "choices": [
+              {
+                "text": """
+
+                This is indeed a test""",
+                "index": 0,
+                "finish_reason": "length"
+              }
+            ],
+            "usage": {
+              "prompt_tokens": 5,
+              "completion_tokens": 7,
+              "total_tokens": 12
+            }
+          }
+        }
+      ]
+    }
+  ]
+}
+```
diff --git a/docs/remote_inference_blueprints/sagemaker_connector_blueprint.md b/docs/remote_inference_blueprints/sagemaker_connector_blueprint.md
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--- /dev/null
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+### Sagemaker connector blueprint example for embedding:
+
+```json
+POST /_plugins/_ml/connectors/_create
+{
+  "name": "<YOUR MODEL NAME>",
+  "description": "<YOUR MODEL DESCRIPTION>",
+  "version": "<YOUR MODEL VERSION>",
+  "protocol": "aws_sigv4",
+  "credential": {
+    "access_key": "<PLEASE ADD YOUR AWS ACCESS KEY HERE>",
+    "secret_key": "<PLEASE ADD YOUR AWS SECRET KEY HERE>",
+    "session_token": "<PLEASE ADD YOUR AWS SECURITY TOKEN HERE>"
+  },
+  "parameters": {
+    "region": "<PLEASE ADD YOUR AWS REGION TOKEN HERE>",
+    "service_name": "sagemaker"
+  },
+  "actions": [
+    {
+      "action_type": "predict",
+      "method": "POST",
+      "headers": {
+        "content-type": "application/json"
+      },
+      "url": "<PLEASE ADD YOUR Sagemaker MODEL ENDPOINT URL>",
+      "request_body": "<PLEASE ADD YOUR REQUEST BODY. Example: ${parameters.inputs}>"
+    }
+  ]
+}
+```
+
+#### Sample response
+```json
+{
+  "connector_id": "XU5UiokBpXT9icfOM0vt"
+}
+```
+