Create FAQ Bot Using Dialogflow Knowledge Connector
Bots are the hotshots in the customer support market. Additionally, with the rise of self-service, bots have become more important. In this post, we will learn how to create an FAQ bot. It’s simpler than you imagine.
While building a bot in Dialogflow, you define intents that reflect the questions your users may ask. What Knowledge Base Connector does is to complement the defined intents by parsing documents such as FAQs and articles to find questions and responses.
- Questions are automatically added as training phrases
- Answers are automatically added as responses
Need for the Dialogflow Knowledge Base Connectors
- With the help of the Knowledge Base Connector, we can set up the bot to answer repetitive questions which will save more time
- This would be more interactive and easy for the users
- It removes the manual process of defining a lot of intents and their answers
Since we have already learned why Knowledge Base Connectors are important. Let’s deep dive into using them to create FAQ bot.
Steps to Create FAQ Bot
Create a Dialogflow Agent/Bot
For creating an FAQ knowledge base, first, we need to have an existing agent or create a new agent in the Dialogflow console. Agents are nothing but bots in your Dialogflow console.
Please refer this Dialogflow Doc to know how to create agents in Dialogflow
Please note that the Knowledge Connector is a beta feature, you have to enable the “ Enable beta features and APIs “ in the Dialogflow:
- Click on the ⚙️ (Gear icon) on the left side panel near the Agent name.
- Under the “BETA FEATURES” section, enable the “Enable beta features and APIs” option
Create your Knowledge Base
On the left-hand side panel, click on the “ Knowledge” option and select the “ CREATE KNOWLEDGE BASE “
You can give your knowledge base a suitable name and save it. I have saved it as KB — FAQ.
Create a knowledge document and auto-generate a bot
Now, click on “ Create the first one “ option to create a knowledge document.
Customize the knowledge document fields
- Enter a ‘Document Name’, which can be any name
- Select the ‘Knowledge Type’
- For the knowledge type ‘FAQ’, 2 mime types (the type of data you are going to feed to the bot) are supported
- For the knowledge type ‘Extractive Question Answering’, 3 mime types are supported
- Give a ‘Data Source’ to the document: Data source is the file from where all the data for your Knowledge Base will come. It can be provided as a file on cloud storage ☁️ or local 🖥️, you can also give this as a URL to a public page.
Once you filled all the required fields, click ‘CREATE‘. The document will parse the HTML page.
Now the knowledge connector has created an FAQ chatbot.
Verify your data
Take a look at data inside FAQ by clicking on ‘view details’.
The document is parsed into Questions and Responses.
Enable automated responses
Click on “ADD RESPONSE” to enable the automated responses.
Enable your bot
Also, make ensure that you’ve enabled the bot.
Now, your FAQ bot is ready for testing.
Test the FAQ chatbot in the Dialogflow simulator
Try any questions and you can see the responses from the bot.
Add this bot to your websites and apps
We have successfully created FAQ bot using Dialogflow Knowledge Base Connectors. However, we need to add it to our website or apps. For this, we will be using Kommunicate’s rich chat widget.
You can also edit an already integrated bot in Kommunicate:
- Login to your Kommunicate dashboard
- Navigate to the ‘Manage-bots‘ section
- Click ‘Bot Integration’ >> ‘Manage-bots’ >> Edit
- Enter your Knowledge Base ID and click ‘Save and proceed‘
- You can add multiple IDs by separating them by a comma.
- To get the Knowledge Base ID, go to the ‘DIAGNOSTIC INFO‘ section in the Dialogflow
- It will be in the below format
# Format: projects/<Project ID>/knowledgeBases/<Knowledge Base ID>.
An example is mentioned below,
- After integrating the Dialogflow Knowledgebase ID, you can test the FAQ chatbot with questions.
In this way, you can create FAQ bot by using the Dialogflow knowledge connectors.