Build powerful AI Chatbots with Google Vertex AI Conversation
In this video, you will learn how to build production-ready AI chatbots with Google Vertex AI Conversations. You will explore what Google Cloud's Vertex AI Search and Conversations are, how to create a datastore agent, and how to bring your own content from your website into your AI chatbot. Finally, you will see how to link all of this together to build a chatbot experience along with a voicebot into your websites.
0:00 Introduction
1:08 What We Will Build Today
3:23 Conversational Experiences
4:24 Frustrating Customer Experience
6:18 Vertex AI Conversations
7:40 Vertex AI Conversation vs Dialogflow
8:35 Use of Generative AI Agent
9:15 Build a Gen AI Chatbot from Scratch
9:28 Creating a Google Cloud Project
11:20 Enabling APIs
13:50 Intro to Vertex AI Search & Conversation
15:05 Create a New App
15:30 Modules of Vertex AI Conversation
17:28 Agent Configurations
18:52 Creating a Datastore
24:40 Indexing
25:10 Preview the App
25:49 Dialogflow CX
26:00 Test the Agent in Simulator
27:03 Important Concepts
34:05 Publish the Agent
35:38 Dialogflow Messenger Embed Code
37:30 Code for Embedding the Chatbot
43:30 Interaction with the Website
46:00 Leveraging Large Language Models
49:07 Dialogflow CX Integrations
49:35 Adding a Phone Number (CX Phone Gateway)
52:54 AI Call Demo Before Indexing
55:23 AI Call Demo After Indexing
1:00:09 Conclusion
Setting up Vertex AI Conversations
Designing effective chatbot conversations
Integrating your chatbot with your website
Best practices for AI chatbot success
#AIChatbots #WebsiteDevelopment #GoogleCloud #VertexAI
#AIChatbots #WebsiteOptimization
Пікірлер: 48
Incredible! Thank you so much!
I think, now "Search & Conversations" had been renamed as "Agent Builder". It took me for some time to figure this out.
Thank you Sachin!👍 I love this.
@techwithsach
3 ай бұрын
Thank you so much 👍
Wonderful presentation!
Your tone and quality of the material presented were wonderful. It felt like sitting down at your coffee table. I know it no doubt took a lot of time to do this - so my sincere appreciation. I was stuck after getting side tracked with the documentation on Google Cloud, but I was able to figure out what had happened after your overview and demo. Thanks so much.
@techwithsach
3 ай бұрын
Thank you so much for the wonderful feedback. Glad the videos helped. All the best.
Excellent.. Thank you
Great Session
@techwithsach
3 ай бұрын
Thank you so much. 🙂
Excellent tutorial for a beginner. Please do a tutorial on Webflow.
when you did the test phone call at the end, and it said "I think you will find this link helpful," did it actually text you a link to your phone? that would be cool. Appreciate all the Dialogflow CX and Vertex AI content, looking forward to more
What an incredible video! Thank you. So glad I came across your channel. I've been watching tutorials on chat bots for a while but this is one of the best! One question I have is if there's functionality to introduce a decision block in the opening message. For example: if it was a car dealership bot, could the opening message say "Can I help you with "New Car Sales" or "Used Car Sales",(The two options being separate buttons) allowing the user to select either of them which would direct the conversation? So if the user selected the button "New Car Sales", the bot would then proceed to ask questions in that direction. I think that would help when a company has a wide range of services.
could you make a new video on vertex ai within dialogflow cx? I noticed what used to be called generative agent/playbooks, google has renamed/changed parts of the documentation to other names like "agent apps" "chat apps (data store agents)" etc.
Thats greaaaaaat, thank you very much!!!!! I was wondering how can I capture emails or other informations from the phone call? Also what about making an api call before answering the call? Thank you very much!!!!
Thank you for your videos, they are really informative. Could you please create a similar video on automating outbound calls?
@utkarshbhatnagar9333
2 ай бұрын
@TechwithSach could you please create a video on how to merge Dialogue Flow and Agent Builder to make a voice call Intelligent
Hi, Thanks again for the usefu video on Vertex AI Conversation. Do you have any examples of how to make use of Bigquery Datastore? I tried pdf from GCS and its responding the same content in chat. But don't know how to query the table using bigquery datastore. Could you help on this pls?
@neiltakru
17 күн бұрын
Any clue on this? If yes, please share some resources
hey sir i trained my chat bot using seacrch and conversation and its working but i got a problem when a AI generates link using search and conversation in chat bot its oping on separate tab, its not directing in the same tab where we ar accessing our chat bot. can you reslove this
I wanted to know if we could add our own .txt files for training and how would I do that to train the model, plus what would be the best format to do it
@techwithsach
3 ай бұрын
I will exactly cover this in my next video which is about to start soon. Stay Tuned! :)
Great video! I have trained the agent on the website URL. My bot doesn't provide the link.
Hi Sachin, How can I integrate Vertex AI conversation with WhatsApp? Is there a no/low code way to do it?
Hi Sach, Thank you for the video! Great explanation. May I use your handler script in other websites? (Personal use or non-profit association)
@CloudForEdu
Ай бұрын
41:00
@CloudForEdu
3 күн бұрын
Hi Sach, May I use your handler script in other websites? (Personal use or non-profit association)
as of 20th may, renamed to Agents and some options changed
How to publish to web and access outside people use chatbot
can you build a conversational bot from all this, a bot that is following a certain script and used a knowlege base? And how would you do it? as I have a project that needs this set up.
@techwithsach
3 ай бұрын
You can certainly do that. This video and future videos will already walk you through building based on knowledge base. You can also refer to my old tutorials on how you can define a certain script for a conversation bot as well. You can definitely combine both.
@johancools5249
3 ай бұрын
what video is showing how to work with a script ? I would like to check it out ... also : what email address can I reach you on?
@johancools5249
3 ай бұрын
I did not find any of your videos explaining the integration of a script defined in a document that would guide the bot to a specific goal : like booking a vacation. Can you let me know which video would cover that? @@techwithsach
@netboy1102
3 ай бұрын
Calling webhook
Helpful thanks. How can we make it the Arabic Language ? or bilingual
Thanks for the awesome and useful videos. I am creating dialogflow chatbot which connects with BigQuery finops tables and fetches billing informations.But as per our org policy, cloudfunctions have the ingress settings 'only internal' , which inturn does not provide any response and getting the Webhook call failed. Error: NOT_FOUND, State: URL_ERROR, Reason: ERROR_NOT_FOUND, HTTP status code: 404 error. Is there any solution to connect dialogflow with cloudfunction when ingress setting is internal only?
@techwithsach
3 ай бұрын
Hi, Thank you so much. Glad you found the videos useful. Regarding your request and scenario, did a quick search and found this article. Hope this helps. medium.com/google-cloud/securing-dialogflow-cx-webhooks-with-private-access-to-cloud-function-7ce385633a11
@netboy1102
3 ай бұрын
maybe you should use a serviceaccount from the company
can you please create Video of AI chatbot with avatar for website
The new integration asks for oauth creds …. Could you give the steps for that integration?
@techwithsach
2 ай бұрын
Hi, as I mentioned in the last video. I will be doing a tutorial soon on Oauth Authentication process with Dialogflow. Stay tuned! 🙂
Thank you for this great demo. Will you need to train the bot after connecting a web URL as a data source? I tried it on a personal portfolio site, and all the response I get is "I'm not sure what you mean. Can you rephrase your question?" I would love to know if there are other steps I missed. Thank you!@techwithsach
Hello Sach! I wrote to you on instagram , i just have a couple of questions about this topic with vertexAI and dialogflow . I would kindly appriciate a response
Hi, Thanks again for the usefu video on Vertex AI Conversation. Do you have any examples of how to make use of Bigquery Datastore? I tried pdf from GCS and its responding the same content in chat. But don't know how to query the table using bigquery datastore. Could you help on this pls?
@techwithsach
2 ай бұрын
Hi, thank you. I have already covered a video using BigQuery datastore in the channel. Hope that helps. All the best. 🙂
@nicolasagudelo5240
2 ай бұрын
@@techwithsach Could you share the link with me?
@manikantareddy3406
4 күн бұрын
@techwithsach that is FAQ table, Can you make a student table for this one