OpenAI Alert! Plug Sample #11 - Next-generation chatbots, Zobot + ChatGPT Assistant
Hi Everyone!
We have great news for all AI enthusiasts and ChatGPT users! The much anticipated Zobot integration with ChatGPT Assistant is now available with Plugs.
Note:
- SalesIQ offers native integration with OpenAI, supporting several ChatGPT models, including Assistant, under the ChatGPT card.
- In this post, we’ll explore how to integrate ChatGPT Assistant with SalesIQ’s Zobot (Codeless Bot Builder) using Plugs
for advanced customizations.
OpenAI has introduced 'ChatGPT Assistants' to customize GPT models as per your requirement. These Assistants work based on your data, instruction, files, functions and more, making it more susceptible to your needs. With Assistant, your SalesIQ bot can be more powereful than ever, providing contextual assistance to your audience with data specifically exclusive for your business.
Please ensure to have a ChatGPT Assistant in your OpenAI Platform to use this Plug.
Here's what the SalesIQ chatbot-Assistant brings to the table:
- Targeted Responses: Your bot will be entirely specific to your business, ensuring a tailored experience for your audience, rather than relying on global data.
- Omnichannel Availability: Bot works across all channels, including your mobile app, Website, Facebook, Instagram, WhatsApp, Telegram, and LINE.
- Human-like conversations: Engage your audience with natural, engaging interactions that feel human.
- Always-on availability: Provide 24/7 customer support with your bot, ready to engage with users anytime.
In this post, we will learn how to create a plug and connect your trained ChatGPT Assistant with your bot.
Plug Overview
The ChatGPT Assistant functions based on threads. Initially, you create a thread, add a message to it, and run the message to receive the Assistant's response. So, to integrate ChatGPT Assistant with the Codeless bot builder, we need two plugs.
- Plug 1 - To create a thread (thread ID) using OpenAI API keys.
- Plug 2 - To add a message to the thread using the thread ID, create a run and get the ChatGPT assistance's response.
Help guide to know more about how ChatGPT assistant works
How to build this Plug?
Step 1 - [Plug 1] Creating a thread for the visitor/user
- On your SalesIQ dashboard, navigate to Settings > Developers > Plugs > click on Add.
- Provide your plug a name, and description, and select the Platform as SalesIQ Scripts. Here, we call this plug as ChatGPTAssistantsCreateThread.
- The first step in building the plug is defining the parameters. This plug aims to create a thread and get the thread ID as output. So, only the output parameter (threadID) is needed here.
Copy the code below and paste it into your plug builder. Then, make the following changes.
- In line #2, replace your api_key (Navigate to the OpenAI developer section and click on API keys to create a new one)
- //ChatGPT api key
- api_key = "paste-your-api_key";
- //Header parameters
- headers = Map();
- headers.put("Authorization","Bearer " + api_key);
- headers.put("Content-Type","application/json");
- headers.put("OpenAI-Beta","assistants=v2");
- //This param is needed to use the V2 assistant apis
- // The following webhook will create a thread and return the thread id
- response = invokeurl
- [
- url :"https://api.openai.com/v1/threads"
- type :POST
- headers:headers
- ];
- response_json = response.toMap();
- thread_id = response_json.get("id");
- response.put("threadID",thread_id);
- return response;
- Then, click Save, preview the plug and Publish it.
Reference: OpenAI's Create a thread API
Step 2 - [Plug 2] Add a message to thread and get response
- From the previous plug, we will get the thread ID as output.
- Create a new plug, here we call this plug as ChatGPTAssistantsCreateRuns.
- Pass the thread ID and the user/visitor input as input parameters.
- Once the plug is executed, we will get the ChatGPT Assistance's response, which is the output parameter.
Input Parameters
- Name: threadID | Type: String
- Name: userInput | Type: String
Output Parameters
- Name: assistantReply | Type: String
Copy the code below and paste it into your plug builder. Then, make the following changes.
- In line #2, replace your api_key (Navigate to the OpenAI developer section and click on API keys to create a new one.)
- In line #3, replace your chatGPT_assistant_id (Navigate to the OpenAI developer scetion > Assistants > choose your Assistant and copy the Assistance ID.
- //ChatGPT api key
- api_key = "paste-your-api_key";
- chatGPT_assistant_id = "asst_4DuWZxC0RNagq0b8pnml4ZPf";
- //Header parameters
- headers = Map();
- headers.put("Authorization","Bearer " + api_key);
- headers.put("Content-Type","application/json");
- headers.put("OpenAI-Beta","assistants=v2");
- //Get the thread ID from the plug input parameters
- thread_id = session.get("threadID").get("value");
- user_input = session.get("userInput").get("value");
- info thread_id;
- info user_input;
- // Messages API call
- requestBody = Map();
- requestBody.put("role","user");
- requestBody.put("content",user_input);
- jsonRequestBody = requestBody.toString();
- // The following webhook posts a message to the conversation thread
- response = invokeurl
- [
- url :"https://api.openai.com/v1/threads/" + thread_id + "/messages"
- type :POST
- parameters:jsonRequestBody
- headers:headers
- ];
- info response;
- // Runs API call
- requestBody = Map();
- requestBody.put("assistant_id",chatGPT_assistant_id);
- jsonRequestBody = requestBody.toString();
- // The following runs the thread which inturn generates a response once the thread is completed
- response = invokeurl
- [
- url :"https://api.openai.com/v1/threads/" + thread_id + "/runs"
- type :POST
- parameters:jsonRequestBody
- headers:headers
- ];
- response_json = response.toMap();
- run_id = response_json.get("id");
- run_status = "queued";
- retry_count = {1,2,3,4,5};
- for each retry in retry_count
- {
- if(run_status != "completed")
- {
- // The above executed run takes few seconds to complete. Hence a considerable time has to be left before the run is completed and the messages are fetched from the thread can be fetched. Here we wait for 3 seconds assuming the run gets complete within 3 seconds
- getUrl("https://httpstat.us/200?sleep=3000");
- response = invokeurl
- [
- url :"https://api.openai.com/v1/threads/" + thread_id + "/runs/" + run_id
- type :GET
- headers:headers
- ];
- response_json = response.toMap();
- run_status = response_json.get("status");
- }
- }
- // The following webhook fetches the messages from the thread
- getmsg_url = "https://api.openai.com/v1/threads/" + thread_id + "/messages";
- response = invokeurl
- [
- url :getmsg_url
- type :GET
- headers:headers
- ];
- info response;
- response_json = response.toMap();
- // Getting the last message from the thread messages list which is the assistant response for the user input.
- assistant_response = response_json.get("data").get("0").get("content").get("0").get("text").get("value");
- info assistant_response;
- response = Map();
- response.put("assistantReply",assistant_response);
- return response;
- Then, click Save, preview the plug and Publish it.
Step 3 - Adding plugs to the Codeless bot builder
- Navigate to Settings > Bot > Add, provide the necessary information, and select Codeless Bot as the bot platform. You can also open an existing bot.
- Next, click on Plugs under Action cards, select the first plug (ChatGPTAssistantsCreateThread), and provide a name to save the output (thread_id).
- Use the visitor fields card, click save in bot context, and provide a name to store the visit
- Then, select Plug 2 (ChatGPTAssistantsCreateRuns) and pass the value for the parameters
- thread_id (Input) - The output of the previous Plug
- user_input (Input) - The visitor's question/input from visitor fields card.
- assistant_reply (Output) - The final response from the ChatGPT assistance.
- Finally, use any response/input card to display the response to the visitor by typing the % to get the context variable (%assistant_reply%) in the message text box. Here, the button card is used along with the follow-up actions.
Note:
- The ChatGPT Assistant APIs are still in beta, so it's better to have a fallback flow in the bot until they are stable.
- Manage the plug failure instances within the plug failure leg by directing your users to operators using the "Forward to Operator" card or use the "Busy response" card to get the user's question, put them on the missed chats. Additionally, you can also "Send Email" card to notify yourself about the user's inquiry.
- The buttons, "I've another question", is used to get next question from the visitor. Use a Go To card and route it to visitor fields card to ask next question.
Related links:
- Plug guides
- Codeless bot guide
- Plugs for OTP verification.
- Plug to create a lead in Zoho CRM.
- Plug for getting the status of the ticket in Zoho Desk
- Plug to schedule appointments in Zoho Bookings
- Plug to read and write data in Google Sheet
- Plug to integrate bot with OpenAI
- Plug to track ecommerce orders from Zoho Commerce
- Zobot troubleshooting page
I hope this was helpful. Please feel free to comment if you have any questions. I'll be happy to help you.
Best regards
Sasidar Thandapani
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